AI-2Assessment

1.Triage: How does AI-2 assist emergency physicians and nurses in triage? (Case 1, including seven subcases)

2.Assessment and Diagnosis: How does AI-2 support emergency physicians in early assessment and rapid diagnosis? (Cases 2 and 3)

3.Treatment Decision-Making: How does AI-2 assist emergency physicians in making appropriate clinical decisions during treatment? (Cases 4 and 5)

4.Post-Treatment Management and Follow-Up: How does AI-2 assist emergency physicians in optimizing post-treatment management and follow-up for patients? (Cases 6 and 7)

5.Psychosocial Support: How does AI-2 assist emergency physicians and nurses in providing effective psychosocial support to patients? (Cases 8 and 9)

6.Prognosis and Rehabilitation: How does AI-2 assist emergency physicians and nurses in assessing patient prognosis and developing appropriate rehabilitation plans? (Cases 10 and 11)

Domain 1: Triage
Case #1: Evaluating AI-2's Capability in Triage

We: You are required to assume the role of an emergency department expert. Based on the guidelines of the Chinese Expert Consensus on Emergency Triage, conduct an initial assessment and screening of the symptoms in the following cases. Classify the severity of the conditions, evaluate the urgency level, determine the priority of treatment, and allocate patients to the appropriate triage zone in accordance with the consensus requirements.

AI-2: Could you please provide the details or descriptions of the cases (such as symptoms, vital signs, and any relevant history) that you would like me to assess? This information is necessary for me to conduct an accurate initial assessment, classify the severity, evaluate urgency, determine treatment priority, and allocate the appropriate triage zone according to the Chinese Expert Consensus on Emergency Triage.

We:Patient Information (1):


Gender: Male, Age: 58 years.

Chief Complaint: Sudden onset of substernal crushing chest pain for 1 hour, accompanied by profuse sweating, nausea, and vomiting.

History of Present Illness: The patient developed substernal crushing chest pain one hour ago after intense physical exertion. The pain radiates to the neck and jaw and has not alleviated. He also experiences profuse sweating, nausea, and one episode of non-projectile vomiting (gastric contents). He self-administered one tablet of nitroglycerin (0.5 mg) 15 minutes ago, with no relief; symptoms have progressively worsened.

Past Medical History: Hypertension for 10 years, with blood pressure fluctuating around 155/100 mmHg; non-compliant with antihypertensive therapy. Denies history of diabetes, coronary artery disease, or gastrointestinal diseases. No history of surgeries, trauma, or drug allergies.

Personal History: Smoker for 30 years (10 cigarettes/day), denies alcohol consumption.

Marital and Reproductive History: Married at the age of 30; spouse is in good health; has one daughter.

Family History: Father deceased from myocardial infarction, mother has hypertension.

Physical Examination & Investigations: T: 36.7°C, P: 110 bpm, R: 24 bpm, BP: 80/50 mmHg, SpO₂: 92% Alert but restless, pale, and diaphoretic with cold extremities. No jugular venous distention. Lungs clear to auscultation.

ECG (External Hospital): ST-segment elevation with an upward convex pattern >1 mm in leads II, III, and aVF, with ST elevation in lead III greater than in lead II.



AI-2:
Below is a detailed assessment based on the Chinese Expert Consensus on Emergency Triage:


1. Initial Assessment of Symptoms and Clinical Findings


  • Chief Complaint & History:

    • Presentation: Sudden, substernal crushing chest pain for 1 hour with radiation to the neck and jaw, accompanied by profuse sweating, nausea, and vomiting.

    • Onset: Occurred after intense physical exertion.

    • Response to Treatment: One tablet of nitroglycerin (0.5 mg) provided no relief, and symptoms have worsened.


  • Past Medical History & Risk Factors:

    • Long-standing hypertension (poorly controlled).

    • Significant smoking history (30 years).

    • Positive family history of coronary artery disease (father deceased from myocardial infarction).


  • Physical Examination & Vital Signs:

    • Vital Signs: Temperature 36.7°C, Pulse 110 bpm (tachycardia), Respiratory Rate 24/min (mild tachypnea), Blood Pressure 80/50 mmHg (hypotension), SpO₂ 92% (mild hypoxia).

    • General Appearance: The patient is alert but restless, pale, and diaphoretic with cold extremities – findings that suggest circulatory compromise.

    • ECG Findings: ST-segment elevation (upward convex >1 mm in leads II, III, and aVF, with lead III > lead II) indicating an acute inferior wall ST-segment elevation myocardial infarction (STEMI).



2. Severity Classification and Urgency Level


  • Severity of Condition:

    • The clinical picture is consistent with an acute inferior STEMI.

    • The presence of hypotension (BP 80/50 mmHg) along with tachycardia and signs of poor perfusion (cold extremities, pallor, diaphoresis) suggest the development of cardiogenic shock.


  • Urgency Level:

    • High Urgency (Immediate/Resuscitative): Given the life-threatening nature of an acute STEMI with evidence of shock, immediate intervention is required. Delay in treatment could result in rapid deterioration and increased mortality risk.



3. Treatment Priority


  • Priority of Intervention:

    • The patient is at the highest priority level, requiring immediate resuscitation and stabilization.

    • Urgent measures should include:

      • Advanced cardiac life support (ACLS) protocols.

      • Immediate hemodynamic stabilization (e.g., careful fluid management, vasopressor support if indicated).

      • Rapid preparation for reperfusion therapy (primary percutaneous coronary intervention, if available) or thrombolysis, based on facility capabilities and time frame.


    • Continuous monitoring in a critical care setting is essential.



4. Triage Zone Allocation According to Consensus Guidelines


  • Triage Zone:

    • Red Zone (Critical Zone):

      • Patients with life-threatening conditions, such as acute myocardial infarction with cardiogenic shock, are triaged to the red zone.

      • This area is designated for immediate resuscitation and urgent management, ensuring that the patient receives the fastest possible access to definitive care (e.g., catheterization lab for primary PCI).




Summary


Based on the Chinese Expert Consensus on Emergency Triage:


  • Classification: The patient is suffering from an acute inferior STEMI complicated by signs of cardiogenic shock.

  • Urgency: Immediate intervention is required.

  • Treatment Priority: This case is prioritized as the highest (life-threatening), necessitating urgent resuscitative efforts and revascularization.

  • Triage Zone: The patient should be allocated to the Red Zone (Critical Zone) for immediate management.


This systematic approach ensures that the patient receives rapid and appropriate treatment, which is critical in reducing morbidity and mortality in acute myocardial infarction cases complicated by shock.

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1.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

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2.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

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3.
Supplementary Table 1. Applicability of the responses 
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

We: Patient Information (2):

Gender: Female, Age: 35 years.

Chief Complaint: Acute onset of dyspnea for 2 hours following dust exposure, accompanied by profuse sweating and chest tightness.

History of Present Illness: The patient developed sudden chest tightness and dyspnea 2 hours ago after passing through a construction site with heavy dust exposure. Symptoms progressively worsened. No fever, cough, or sputum production.

Past Medical History: Pollen allergy (++). Sulfonamide allergy (previous rash reaction). History of bronchial asthma for 7 years.

Personal History: Denies history of smoking or alcohol consumption.

Marital and Reproductive History: Married, no children.

Family History: Mother has allergic rhinitis and seasonal asthma exacerbations.

Physical Examination & Investigations: T: 36.7°C, P: 123 bpm, R: 34 bpm, BP: 118/76 mmHg, SpO₂: 85%. The patient is conscious but anxious and agitated, in an upright sitting position, diaphoretic, with cyanotic lips and intercostal retractions (+). Speech is fragmented, limited to single-word responses. Bilateral diffuse wheezing with prolonged expiration, no crackles or pleural rub. Chest X-ray (External Hospital): Increased lung translucency, low and flattened diaphragm, no pneumothorax or infiltrative lesions.



AI-2: Initial Assessment


  • Patient Profile:

    • Female, 35 years old

    • Known history of bronchial asthma (7 years), with pollen allergy and sulfonamide allergy

    • Exposure to heavy dust triggering symptoms


  • Presenting Symptoms:

    • Acute onset dyspnea and chest tightness for 2 hours following dust exposure

    • Profuse sweating, anxiety, and agitation

    • Limited speech (single-word responses), indicating severe distress


  • Vital Signs & Physical Findings:

    • Temperature: 36.7°C

    • Pulse: 123 bpm (tachycardia)

    • Respiratory Rate: 34 breaths/min (tachypnea)

    • Blood Pressure: 118/76 mmHg

    • SpO₂: 85% (significant hypoxemia)

    • Diaphoretic, cyanotic lips, intercostal retractions

    • Bilateral diffuse wheezing with prolonged expiration

    • Chest X-ray: Hyperlucency, low/flattened diaphragm (consistent with an asthma exacerbation); no pneumothorax or infiltrates



Symptom Severity Classification


Based on the Chinese Expert Consensus on Emergency Triage, the patient exhibits features of a severe, potentially life-threatening asthma exacerbation due to:


  • Severe hypoxemia (SpO₂ 85%) and respiratory distress

  • Inability to speak in full sentences (speech limited to single words)

  • Signs of increased work of breathing (intercostal retractions, cyanosis)

  • History of asthma exacerbation triggered by allergen exposure


This clinical presentation is classified as Level I (Critical/Emergency) since immediate intervention is essential to prevent respiratory failure.


Urgency Level & Treatment Priority


  • Urgency: Immediate intervention is required.

  • Treatment Priority: Priority 1 (Immediate Life-Saving Intervention)

    • The patient requires urgent oxygen supplementation, nebulized bronchodilators (e.g., short-acting β2-agonists), systemic corticosteroids, and close monitoring.

    • Additional treatments (such as magnesium sulfate) might be considered based on response.



Triage Zone Allocation


Given the severity:


  • Triage Zone: Red Zone (Critical Area)

    • This zone is designated for patients with life-threatening conditions who require immediate, intensive resuscitation and continuous monitoring.



Summary


The patient, a 35-year-old female with a history of bronchial asthma, presents with a severe asthma exacerbation following dust exposure. Her clinical features (severe dyspnea, hypoxemia, tachypnea, limited speech, and signs of respiratory distress) classify her as a Level I (Critical/Emergency) case according to the Chinese Expert Consensus on Emergency Triage. Therefore, she should be treated as a Priority 1 case and immediately allocated to the Red Zone for prompt life-saving intervention.

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4.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

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5.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

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6.
Supplementary Table 1. Applicability of the responses
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

We: Patient Information (3):

Gender: Male, Age: 42 years

Chief Complaint: Paroxysmal right flank and abdominal pain for 4 hours, accompanied by nausea and vomiting.

History of Present Illness: The patient experienced a sudden onset of right flank and abdominal colicky pain four hours ago without an identifiable trigger. The pain is paroxysmal and progressively worsening, radiating to the ipsilateral inguinal region and perineum. Positional changes do not alleviate the pain, with a Numeric Rating Scale (NRS) score of 5. The symptoms are accompanied by nausea and two episodes of vomiting of gastric contents (total volume approximately 100 mL), with no presence of coffee-ground material. Denies gross hematuria or dysuria. No diarrhea, abdominal distension, chest tightness, or chest pain.

Past Medical History: History of gout for 3 years, managed with sodium bicarbonate tablets, but without regular serum uric acid monitoring.

Personal and Social History: Denies history of smoking and alcohol consumption. Daily fluid intake is approximately 1500 mL, primarily tea. Reports frequent voluntary urinary retention due to occupational constraints.

Marital and Reproductive History: Married, father of one child; spouse and child are in good health.

Family History: Father has a history of gout. No other familial hereditary or metabolic disorders.

Physical Examination and Investigations: Vital Signs: T: 36.8°C, P: 90 bpm, R: 20 bpm, BP: 130/80 mmHg, SpO₂: 95%. The patient is alert but appears distressed, assuming a curled-up posture. Abdominal Examination: The abdomen is soft. Right costovertebral angle (CVA) tenderness (++), with deep tenderness in the right mid-abdominal region. No rebound tenderness or guarding. Bowel sounds are present at a rate of 4 per minute. Skin and Mucous Membranes: No jaundice or rash. Extremities: No lower limb edema.





AI-2: Case Overview:

A 42‐year‐old male presents with a 4-hour history of paroxysmal right flank and abdominal colicky pain radiating to the ipsilateral inguinal region and perineum, accompanied by nausea and vomiting. His vital signs are stable, and he has a history of gout (a risk factor for uric acid stones). His physical exam reveals marked right costovertebral angle tenderness with moderate abdominal discomfort. No signs of systemic compromise (e.g., hypotension, tachypnea, altered mental status) are noted.

Assessment Based on Chinese Expert Consensus on Emergency Triage:
1. Severity Classification:

o Moderate Severity (Level III):

 Rationale:

 Symptoms:
The patient’s pain (NRS score of 5) and associated nausea/vomiting, while distressing, do not indicate an immediately life-threatening condition.

 Vital Signs: Normal vital parameters (T 36.8°C, P 90 bpm, BP 130/80 mmHg, etc.) suggest hemodynamic stability.

 Risk Factors: History of gout raises the possibility of uric acid nephrolithiasis, but there is no evidence of infection or obstruction causing systemic instability.

2. Urgency Level:

o Timely Evaluation Required (Non-immediate):

 Rationale: Although the pain is significant and the patient is visibly distressed, there is no need for immediate resuscitation. The condition merits a prompt but not emergent work-up—ideally within a reasonable timeframe (approximately within 30–60 minutes).

3. Priority of Treatment:

o Priority: Moderate urgency

 Management Considerations:

 Analgesia:
Initiate pain management as the pain is moderate but could escalate if untreated.

 Diagnostic Work-up: Early imaging (e.g., non-contrast CT or ultrasound) and laboratory tests (urinalysis, serum creatinine, electrolytes) to confirm the diagnosis of possible urolithiasis.

 Observation: Monitor for any signs of deterioration or complications such as obstructive uropathy.

4. Triage Zone Allocation:

o Transitional/Observation Zone (Level III Zone):


 Rationale: The patient is stable and classified under moderate severity. He should be allocated to a zone where he can be observed closely and reassessed periodically, while diagnostic and therapeutic measures are initiated.

Conclusion:

Based on the Chinese Expert Consensus on Emergency Triage, this patient is categorized as a moderate severity (Level III) case, requiring timely evaluation but not immediate resuscitative measures. He should be managed in the Transitional/Observation Zone, where further diagnostic work-up and symptom management (e.g., pain control) can be promptly initiated while continuously monitoring for any clinical deterioration.



We: The above content provides the triage category and designated emergency care area but does not specify the corresponding color code for the zone.



AI-2: Based on many Chinese emergency triage systems—which often employ a four‐color classification—the commonly used assignments are:

·Red: Level I (critical, immediate resuscitation)

·Yellow: Level II (urgent, potentially life-threatening)

·Green: Level III (moderate conditions requiring observation and timely work-up)

·Blue: Level IV (mild, non-urgent cases)

For the patient described—who has moderate severity (Level III) with stable vital signs but noticeable discomfort—the appropriate allocation is to the Transitional/Observation Zone, which in this color-coded system corresponds to the Green Zone.





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7.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
8.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
9.
Supplementary Table 1. Applicability of the responses
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

We: Patient Information (4):

Gender: Female, Age: 22 years

Chief Complaint: Cough for one week, with sudden onset of high fever, chest pain, and rust-colored sputum.

History of Present Illness: One week ago, a mild dry cough developed without an apparent trigger, which was neither evaluated nor treated. Three hours prior to presentation, sudden chills and a fever spike to 39.5°C occurred, accompanied by bilateral dull chest pain that worsened with coughing. Additional symptoms included generalized fatigue, flushed skin, profuse sweating, and tachypnea.

Past Medical History: Denies history of respiratory diseases. No history of trauma, prior surgeries, or drug allergies. Denies occupational exposure and endemic infections.

Personal and Social History: No history of smoking or alcohol consumption. Reports significant sleep deprivation due to exam preparation, with a daily sleep duration of ≤5 hours over the past two weeks.

Marital and Reproductive History: Unmarried, no children.

Family History: Denies familial history of respiratory diseases, autoimmune disorders, or genetic conditions.

Physical Examination and Investigations: Vital Signs: T: 39.5°C, P: 119 bpm, R: 24 bpm, BP: 122/76 mmHg, SpO₂: 96%. General Appearance: Flushed skin, excessive sweating, no rashes or other dermatological abnormalities. Respiratory Examination: No intercostal or suprasternal retractions. Symmetrical chest expansion. Increased tactile fremitus over the left lung field. Auscultation: Widespread moist rales in the left lung base. Other Systemic Examination: No significant abnormalities detected. Imaging (External Hospital CT Scan): Extensive consolidation in the left lower lobe, with air bronchograms. No evidence of pleural effusion.

AI-2: Below is a detailed assessment following the Chinese Expert Consensus on Emergency Triage:


1. Clinical Summary and Working Diagnosis


  • Presentation:

    A 22‐year-old female presents with a one‐week history of a mild dry cough that acutely worsened three hours prior with a high fever (39.5°C), chills, bilateral dull chest pain exacerbated by coughing, rust-colored sputum, fatigue, flushed skin, sweating, and a mildly increased respiratory rate.

  • Physical Findings & Imaging:

    • Vital Signs: T 39.5°C; HR 119 bpm; RR 24/min; BP 122/76 mmHg; SpO₂ 96%

    • Examination: Increased tactile fremitus over the left lung, moist rales at the left lung base.

    • CT Findings: Extensive consolidation in the left lower lobe with air bronchograms, consistent with lobar pneumonia.


  • Working Diagnosis:

    Likely community-acquired pneumonia (most suggestive of a bacterial etiology such as Streptococcus pneumoniae given the rust-colored sputum and lobar consolidation).


2. Triage Severity and Urgency Evaluation


Based on the guidelines:


  • Severity Assessment:

    Although the patient has significant signs of infection (high fever, tachycardia) and clear radiological evidence of pneumonia, she remains hemodynamically stable and her oxygen saturation is within acceptable limits (96%). There is no evidence of respiratory failure or shock. Therefore, the condition is classified as moderate severity.

  • Urgency Level:

    Given the acute deterioration with systemic symptoms and radiographic findings, the patient requires prompt evaluation and initiation of treatment (antibiotics and supportive care). This scenario does not meet the immediate life-threatening criteria (e.g., shock, severe hypoxemia), but it is still urgent. Thus, it falls into an urgent category (commonly considered Level II in many triage systems).


3. Priority of Treatment and Triage Zone Allocation


  • Priority of Treatment:

    The patient should be given high priority for evaluation and management. Early antibiotic therapy, appropriate supportive care (e.g., hydration, antipyretics), and close monitoring for any signs of deterioration (e.g., worsening respiratory status) are indicated.

  • Triage Zone Allocation:

    According to the consensus, a patient with these findings should be assigned to the "Yellow Zone" (or equivalent urgent treatment area) within the emergency department. This zone is designated for patients who are not immediately life-threatening but require prompt and prioritized intervention.


4. Recommended Immediate Management


  • Monitoring:

    Continuous monitoring of vital signs and oxygenation, with readiness to escalate care if respiratory distress or hemodynamic instability develops.

  • Treatment Initiation:

    Prompt initiation of empiric antibiotic therapy tailored to community-acquired pneumonia, along with symptomatic management for fever and chest pain.

  • Observation:

    Admission to an observation area or inpatient unit if further deterioration is suspected, or if there are signs of sepsis development.


Summary


  • Severity Classification: Moderate severity community-acquired pneumonia.

  • Urgency Level: Urgent (Level II); immediate attention required.

  • Treatment Priority: High priority for prompt antibiotic therapy and supportive care.

  • Triage Zone: Patient should be allocated to the urgent treatment area (Yellow Zone) per the Chinese Expert Consensus on Emergency Triage.


This approach ensures that while the patient is not in immediate danger of respiratory or circulatory collapse, her condition is recognized as requiring timely and focused medical intervention.


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10.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

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11.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

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12.
Supplementary Table 1. Applicability of the responses 
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Patient Information (5):

Gender: Male; Age: 50 years

Chief Complaint: The patient presented with a sudden onset of tearing chest pain for the past 30 minutes, accompanied by profuse sweating.

History of Present Illness: While walking in a park 30 minutes ago, a sudden onset of "knife-like" tearing chest pain was experienced, which persisted without relief and did not radiate to the back. The Numeric Rating Scale (NRS) score was reported as 8. The pain was accompanied by profuse sweating but was not associated with nausea, vomiting, limb numbness, dyspnea, hemoptysis, or abdominal pain.

Past Medical History: Hypertension for 25 years, with a previously recorded maximum blood pressure of 220/110 mmHg. Long-term use of nifedipine sustained-release tablets, but the medication was discontinued one month ago without subsequent blood pressure monitoring. Denies a history of diabetes mellitus, coronary artery disease, trauma, surgery, or drug allergies. No occupational or endemic disease history.

Personal History: No history of smoking or alcohol consumption. Leads a regular lifestyle.

Marital and Reproductive History:

Married at the age of 20. Has two daughters, both in good health.

Family History:

No known family history of hereditary diseases or cardiovascular disease.

Physical Examination:

General Condition: Conscious but in distress.

Vital Signs: T: 36.1°C, P: 102 bpm, R: 22 bpm, BP: Left arm: 210/99 mmHg, Right arm: 170/76 mmHg. Cardiovascular Examination: Muffled heart sounds, no cardiac murmurs detected. Other Systemic Examination: No additional abnormalities noted.




Ai-2:Below is an analysis of the case using the principles of the Chinese Expert Consensus on Emergency Triage:


1. Case Summary


  • Patient Profile:

    • Male, 50 years old

    • History of longstanding, poorly controlled hypertension (with recent non-compliance)


  • Chief Complaint & History:

    • Sudden onset of “knife-like” tearing chest pain lasting 30 minutes

    • Pain intensity high (NRS = 8)

    • Accompanied by profuse sweating

    • No radiation to the back (though this does not rule out acute aortic syndrome)


  • Vital Signs & Physical Examination:

    • Blood Pressure: Significant difference between arms (Left: 210/99 mmHg vs. Right: 170/76 mmHg)

    • Pulse: 102 bpm, Respiratory rate: 22/min

    • Muffled heart sounds on auscultation

    • Patient is conscious but in distress



2. Initial Assessment and Differential Considerations


  • Suspected Acute Aortic Syndrome:

    • The “tearing” quality of the pain, high blood pressure, significant inter-arm difference, and history of uncontrolled hypertension raise a high index of suspicion for an aortic dissection.

    • Muffled heart sounds, while not diagnostic on their own, add to the concern for possible complications (e.g., pericardial effusion or evolving tamponade).


  • Urgency of the Situation:

    • The severity of pain (NRS 8) and the risk factors (longstanding, uncontrolled hypertension; recent discontinuation of antihypertensive medication) suggest an immediate life-threatening condition that warrants prompt intervention.



3. Severity Classification and Urgency Level


According to the Chinese Expert Consensus on Emergency Triage:


  • Severity:

    • Critical/Emergent: The patient’s presentation (severe, persistent pain, hemodynamic abnormalities, and risk factors for aortic dissection) classifies him as a critical case.


  • Urgency:

    • Immediate Treatment Needed: The patient requires urgent evaluation with advanced diagnostic imaging (e.g., CT angiography) and possible emergent surgical or interventional management.

    • Risk of Rapid Deterioration: Given the potential for complications (e.g., rupture, cardiac tamponade), any delay in treatment could be catastrophic.



4. Triage Zone Allocation


  • Red Zone (Critical Care/Resuscitation Zone):

    • Priority: This patient should be immediately allocated to the red zone, where resuscitation capabilities are available.

    • Action: Rapid stabilization (e.g., blood pressure control, pain management) and urgent coordination with cardiology/cardiothoracic surgery teams are paramount.


  • Triage Level:

    • Level 1 (Highest Priority): Based on the consensus guidelines, the patient should be triaged as Level 1, meaning he is a life-threatening case requiring immediate attention.



5. Summary of Triage Decision


  • Severity of Condition: Critical/emergency

  • Urgency Level: Immediate intervention required

  • Treatment Priority: Highest priority (Level 1)

  • Triage Zone: Red Zone (Resuscitation/Critical Care Area)


6. Next Steps


  • Immediate Investigations:

    • Urgent imaging (CT angiography) to evaluate for aortic dissection or other life-threatening cardiovascular conditions.


  • Stabilization Measures:

    • Immediate blood pressure management (e.g., IV beta-blockers and vasodilators as indicated)

    • Pain control and continuous monitoring of vital signs.



This systematic triage based on the Chinese Expert Consensus ensures that the patient receives rapid and appropriate care for a potentially life-threatening cardiovascular emergency.


*
13.
Supplementary Table 1. Quality of the responses
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
14.
Supplementary Table 2. Relevance of the responses
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
15.
Supplementary Table 1. Applicability of the responses 
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Patient Information (6):

Gender: Male, Age: 41 years

Chief Complaint: Intermittent epigastric pain for six months, with acute onset of persistent epigastric pain for 30 minutes following alcohol consumption.

History of Present Illness: The patient developed intermittent dull epigastric pain six months ago without an obvious trigger. The pain worsened after meals, typically occurring one hour postprandially and lasting for 2–3 hours, while alleviating on an empty stomach, following a “meal-pain-relief” pattern. No systematic treatment was administered. Thirty minutes prior to presentation, after consuming 150 mL of white liquor, the patient experienced sudden-onset, persistent, burning epigastric pain, significantly more severe than previous episodes. The pain did not subside but remained tolerable, with a Numeric Rating Scale (NRS) score of 5. No associated nausea, vomiting, hematemesis, or melena was reported.

Past Medical History: Two years ago, an esophagogastroduodenoscopy (EGD) performed at an external hospital revealed chronic non-atrophic gastritis. The patient has not undergone follow-up evaluations or regular treatment since. Denies history of cholelithiasis, pancreatitis, previous surgeries, or drug allergies.

Personal History: 12-year history of alcohol use (3–4 times per week, with an average daily ethanol intake of approximately 50 mL). Smoking: Denies tobacco use. Lifestyle: Chronic psychological stress and irregular sleep patterns.

Marital and Reproductive History: Unmarried, no children.

Family History: No known family history of hereditary disorders or gastrointestinal diseases.

Physical Examination: General appearance: Conscious, in distress, with a flexed posture. Vital signs: T: 36.3°C, P: 100 bpm, R: 21 bpm, BP: 135/89 mmHg, SpO₂: 98%. Abdominal examination: Soft abdomen without visible peristalsis or abnormal waves. Epigastric tenderness (+), most pronounced below the xiphoid process. No rebound tenderness or abdominal rigidity. Bowel sounds: 5 times/min. Other examinations: No pallor, jaundice, or other remarkable findings.

AI-2:Below is an example of how an emergency department expert might apply the Chinese Expert Consensus on Emergency Triage to this case:

1. Initial Assessment

  • General Appearance & Vital Signs:
    The 41‑year‑old male appears conscious and in distress with a flexed posture. His vital signs are near normal except for a slightly elevated heart rate (100 bpm) and respiratory rate (21/min). There is no fever, hypotension, or hypoxia.
  • Focused Abdominal Examination:
    The patient shows localized epigastric tenderness (especially below the xiphoid process) without signs of peritoneal irritation (no rebound tenderness or rigidity). Bowel sounds are present at a reduced frequency (5 times/min), but there is no evidence of gastrointestinal bleeding (no hematemesis or melena).

2. Symptom Analysis & History Review

  • Chronic vs. Acute Features:
    • Chronic History: Intermittent dull epigastric pain for six months with a “meal-pain-relief” pattern—suggestive of an acid-related disorder such as chronic gastritis or peptic ulcer disease.
    • Acute Exacerbation: Sudden, persistent burning epigastric pain of moderate intensity (NRS 5) that began 30 minutes after alcohol consumption. The pain is more severe than his baseline episodes but remains tolerable.
  • Associated Factors:
    • No nausea, vomiting, or signs of gastrointestinal hemorrhage.
    • History of alcohol use (with recent intake) and chronic psychological stress may contribute to mucosal irritation.
  • Past Work-up:
    Previous EGD confirmed chronic non-atrophic gastritis, and the patient has not been on regular treatment.

3. Triage Classification

Based on the consensus guidelines:

  • Severity Assessment:
    • The patient’s condition is moderate. Although he is in distress and experiencing persistent pain, his vital signs are stable and there are no signs of life-threatening complications such as perforation, massive bleeding, or shock.
  • Urgency Evaluation:
    • Urgency Level: Semi‑urgent.
      • Rationale: The pain is significant enough to require prompt evaluation and management (especially given the change in pattern following alcohol intake), yet it does not meet the criteria for immediate resuscitation or life‑threatening emergencies.
  • Treatment Priority:
    • The patient should be evaluated in a timely manner, with further diagnostic work‑up (e.g., laboratory tests, imaging, possible repeat EGD) to rule out complications such as ulcer exacerbation or perforation. However, he does not require immediate invasive intervention.
  • Triage Zone Allocation:
    • Appropriate Zone: Green Zone (General Treatment Area).
      • Explanation: In the Chinese triage system, the Green Zone is generally designated for Level III patients—those with semi‑urgent conditions who are stable and do not exhibit critical signs requiring immediate life‑saving interventions.

4. Summary & Next Steps

  • Initial Impression:
    The patient likely represents an acute exacerbation of a chronic acid‑related disorder (e.g., chronic gastritis or peptic ulcer disease) triggered by recent alcohol ingestion. His condition is moderate in severity with stable hemodynamics.
  • Plan:
    • Observation & Further Evaluation: Laboratory tests (including markers of inflammation and possibly Helicobacter pylori status), imaging if indicated, and re‑evaluation of abdominal findings.
    • Symptomatic Treatment: Initiation of acid suppression and pain management as appropriate.
    • Monitoring: Close observation for any signs of deterioration (e.g., development of signs suggestive of perforation, bleeding, or shock).
This systematic approach ensures that the patient is managed promptly within the general treatment area while prioritizing further investigations and care according to his semi‑urgent status.
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16.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.
Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
17.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
18.
Supplementary Table 1. Applicability of the responses
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Patient Information (7):

Gender: Male, Age: 66 years

Chief Complaint: Abdominal pain for 3 days, worsening over the past day, accompanied by anxiety and confusion.

History of Present Illness: The patient developed mild, dull abdominal pain three days ago without any apparent trigger. Initially, the pain was mild and tolerable, but it significantly worsened over the past day, becoming persistent and dull without radiation. The pain was more severe at night, affecting sleep, with a Numerical Rating Scale (NRS) pain score of 6. The patient denied nausea, vomiting, diarrhea, constipation, abdominal distension, or palpable abdominal masses. There was no history of consuming cold or contaminated food. Additionally, the patient’s family members reported noticeable anxiety over the past two days, alternating between tension and low mood. He exhibited disorganized speech, poor concentration, and occasional self-talking. The patient denied recent vigorous exercise, significant trauma, or any history of psychiatric illness.

Past Medical History: No history of diabetes, coronary artery disease, hypertension, or other chronic conditions. No history of peptic ulcers, gastrointestinal surgery. No known food or drug allergies.

Personal and Social History: Non-smoker, no history of alcohol consumption. Leads a regular lifestyle. No history of taking special medications recently.

Marital and Reproductive History: Married, with one child. Spouse and child are in good health.

Family History: No known hereditary diseases or relevant medical history.

Physical Examination: Conscious but exhibits disorganized speech and significant anxiety. Vital Signs: T: 36.8°C, P: 101 bpm, R: 18 bpm, BP: 128/80 mmHg, SpO₂: 98%. Abdomen: Flat, without visible distension. Mild tenderness, mainly peri-umbilical and left lower quadrant. No rebound tenderness or abdominal muscle guarding. Normal bowel sounds, with no hyperactive or diminished sounds, and no audible fluid movement sounds.

Neurological Examination: Pupils equal, round, and reactive to light. No obvious abnormalities in muscle strength or muscle tone. Deep tendon reflexes present and symmetrical. Skin and Mucous Membranes: No pallor, jaundice, purpura, or bleeding spots. No other significant abnormalities detected.

AI-2:Below is a structured triage assessment based on the Chinese Expert Consensus on Emergency Triage guidelines:

1. Initial Clinical Assessment

  • Patient Profile:
    • Age/Sex: 66-year-old male
    • Chief Complaint: Abdominal pain for 3 days, worsening over the past day; associated with anxiety and restlessness.
  • Symptom Details:
    • Pain: Dull, persistent pain in the periumbilical and left lower abdominal regions; rated as 6/10 on the NRS; worse at night affecting sleep.
    • Associated Signs: No nausea, vomiting, diarrhea, or abdominal distension; moderate tenderness on palpation without rebound or guarding.
    • Psychiatric/Autonomic: Evident anxiety, occasional hand tremors, palpitations, and mild sweating.
  • Vital Signs & Exam:
    • Vitals: Temperature 36.8°C, Pulse 101 bpm (mild tachycardia), Respiratory rate 18 bpm, BP 128/80 mmHg, SpO₂ 98%
    • Physical Exam: Abdominal tenderness without signs of peritonitis; neurological and skin examinations are unremarkable.

2. Severity Classification

  • Abdominal Findings:
    • The pain is moderate in intensity without peritoneal irritation (no rebound tenderness or guarding), suggesting a non-surgical acute abdomen at this moment.
  • Psychiatric/Autonomic Manifestations:
    • Anxiety and autonomic symptoms (tremors, palpitations) are present. Although concerning, these do not appear to indicate an immediately life‐threatening condition.
  • Overall Severity:
    • Moderate: The patient has significant discomfort and associated anxiety, but the stable vital signs and lack of acute abdominal signs point to a moderate severity rather than a high-risk emergency.

3. Urgency Level and Treatment Priority

  • Urgency:
    • Given the worsening pain over the past day and the presence of anxiety, the case is not trivial.
    • Intermediate urgency is indicated – the patient requires prompt evaluation (within a short period) to rule out evolving intra-abdominal pathology (e.g., early diverticulitis, ischemic changes, or other inflammatory conditions) while also addressing the anxiety component.
  • Treatment Priority:
    • Intermediate priority: While not an immediate “code” or resuscitation case (red zone), the patient should not be relegated to a long wait. Timely diagnostic workup (e.g., blood tests, imaging as needed) and appropriate management of pain and anxiety are warranted.

4. Triage Zone Allocation

Based on the consensus guidelines:

  • Triage Zone:
    • Urgent (Yellow) Zone:
      • The patient is stable, but his symptoms are moderate and worsening.
      • Allocation to the urgent area is appropriate so that he can be evaluated and managed within a timeframe that prevents further deterioration.
      • This area is set aside for patients who are not in immediate life-threatening danger (red zone) but whose conditions require prompt assessment and intervention.

Summary

  • Severity: Moderate abdominal pain with associated anxiety
  • Urgency: Intermediate urgency
  • Treatment Priority: Intermediate – prompt evaluation required
  • Triage Zone: Urgent (Yellow) Zone

This classification ensures the patient receives timely and appropriate evaluation and management while optimizing emergency department resources per the Chinese Expert Consensus on Emergency Triage guidelines.

We: The corresponding area colors were provided, but the triage levels (I, II, III, IV) were not included.

AI-2: Below is an updated structured assessment incorporating the triage levels (I, II, III, IV) based on the Chinese Expert Consensus on Emergency Triage:

1. Initial Assessment

  • Chief Concerns:
    • Abdominal pain for 3 days, worsening over the past day (NRS 6).
    • Associated symptoms include anxiety, restlessness, palpitations, and mild sweating.
  • History Highlights:
    • Pain is dull, localized to the periumbilical and left lower abdominal regions with no radiation.
    • No accompanying gastrointestinal symptoms (nausea, vomiting, diarrhea, or constipation).
    • The patient’s anxiety seems reactive to the pain, with no psychotic features or disorganized thought processes.
  • Vital Signs & Physical Examination:
    • Temperature: 36.8°C, Pulse: 101 bpm, Respiratory Rate: 18/min, BP: 128/80 mmHg, SpO₂: 98%.
    • Abdominal exam reveals moderate tenderness in the affected areas, without rebound tenderness, guarding, or peritoneal signs.
    • Neurological and psychiatric evaluations are unremarkable aside from anxiety and occasional tremor.

2. Severity Classification

  • Risk Considerations:
    • Patient’s age (66 years) increases the risk profile for potential abdominal pathology.
    • The evolution from mild to significantly worsening pain over 3 days (with marked exacerbation in the past day) calls for careful evaluation.
  • Conclusion on Severity:
    • Moderate Severity: There is no immediate life-threatening instability (e.g., shock or signs of peritonitis), but the clinical picture raises concerns about a possible evolving intra-abdominal process.

3. Urgency Level and Priority of Treatment

  • Urgency Determination:
    • Although the patient is hemodynamically stable and does not need immediate resuscitation, his presentation (age, persistent and worsening pain, anxiety) mandates timely diagnostic workup.
  • Priority of Treatment:
    • Urgent Evaluation: The patient should be prioritized for prompt assessment by an emergency physician. He does not require immediate life-saving interventions (Level I) but must be seen before less urgent cases.

4. Triage Zone Allocation and Triage Level

  • Zone Allocation:
    • Based on the consensus guidelines, the patient is allocated to the urgent (yellow) zone due to his moderate severity and need for timely evaluation.
  • Triage Level Classification:
    • Triage Level II:
      • Level I: Reserved for patients in life-threatening conditions requiring immediate resuscitation.
      • Level II: For urgent cases that are not immediately life-threatening but require prompt evaluation (this patient fits here).
      • Level III: For patients with less severe symptoms who can tolerate some delay.
      • Level IV: For non-urgent cases with minor complaints.
    • Given the patient's clinical profile, he is appropriately classified as Triage Level II, indicating that while his condition is not immediately critical, it warrants urgent evaluation and management.

Summary

  • Severity: Moderate—warranting timely investigation due to the evolution and persistence of symptoms in an elderly patient.
  • Urgency: Urgent—requires prompt evaluation to rule out serious intra-abdominal pathology.
  • Priority: Among urgent cases, he is prioritized for evaluation (not a Level I emergency, but more urgent than Level III/IV cases).
  • Triage Zone: Urgent (yellow) zone.
  • Triage Level: Level II.

This comprehensive assessment aligns with the Chinese Expert Consensus on Emergency Triage, ensuring that the patient receives an appropriate level of care based on his clinical presentation and risk factors.

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19.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
20.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
21.
Supplementary Table 1. Applicability of the responses 
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Domain 2

Case #2: Investigating AI-2's Capability in Assessment and Diagnosis

We: You will act as an emergency medicine expert, performing a rapid assessment based on the following symptom descriptions to support timely emergency evaluation and management.



AI-2:I’m ready to help. Could you please provide the specific symptom descriptions or details you’d like me to assess?


We: Patient Information:


Age: 63 years, Gender: Male


Chief Complaint: One hour before arrival, the patient developed a sudden deterioration in consciousness, becoming unresponsive, with sustained leftward gaze deviation. He denied dizziness, fever, chest tightness, chest pain, or a history of trauma.


History of Present Illness: Three hours prior to presentation, while engaging in physical activity, the patient experienced a sudden onset of severe headache localized to the left side of the head, accompanied by nausea and one episode of vomiting (gastric contents). Simultaneously, an inability to move the right-sided limbs developed. Emergency medical services (EMS) were immediately contacted by family members, and transportation to the emergency department was arranged. One hour before arrival, the patient experienced a sudden decline in consciousness, becoming unresponsive, with sustained leftward gaze deviation. No dizziness, fever, chest tightness, chest pain, or history of trauma was reported.


Past Medical History: Hypertension: 30+ years, with a recorded maximum BP of 210/130 mmHg. The patient has been self-medicating with nifedipine sustained-release tablets, but reports poor efficacy. Denies history of diabetes mellitus, coronary artery disease, prior surgeries, or blood transfusions. No history of infectious diseases, food or drug allergies, occupational exposures, or endemic diseases.


Personal and Social History: Smoking: Smoked for more than 30 years (approximately 20 cigarettes per day), but quit 6 years ago. Alcohol consumption: 40+ years of daily alcohol use (approximately 150 mL of white liquor per day). Denies history of substance abuse or exposure to toxic/hazardous substances.


Marital and Reproductive History: Married at the age of 25. Spouse is in good health. Has one son.


Family History: Mother had hypertension. No other known familial hereditary diseases.



Physical Examination: Vital Signs: T: 36.1°C, P: 103 bpm, R: 22 bpm, BP: 230/140 mmHg, SpO₂: 98%. Neurological Examination: Decreased level of consciousness, unresponsive to verbal stimuli. Sustained leftward gaze deviation. Bilateral pupils equal in size (D ≈ 3.0 mm) and reactive to light. Cardiovascular Examination: Regular heart rhythm. Respiratory Examination: Clear bilateral breath sounds, no rales or wheezing. Abdominal Examination: Soft, no tenderness or distension. Extremities & Neurological Findings: Left-sided limbs: Movement present with painful stimuli, muscle strength approximately Grade 5. Right-sided limbs: Flaccid paralysis (Grade 0 muscle strength). Positive right-sided Babinski sign.


AI-2:Based on the provided details, this presentation is highly concerning for a hypertensive intracerebral hemorrhage (ICH) with significant mass effect, possibly involving the left hemisphere (given the sustained leftward gaze and right-sided hemiplegia).


Below is a structured rapid assessment and management outline:


Rapid Clinical Assessment


History & Presentation:


  • Acute Onset: Sudden severe left-sided headache, nausea, and vomiting occurred three hours ago during physical activity.

  • Focal Neurological Deficits: Rapid development of right-sided motor weakness progressing to complete flaccidity (Grade 0 strength) and a positive Babinski sign on the right.

  • Deterioration in Consciousness: One hour before arrival, the patient became unresponsive with a sustained leftward gaze.

  • Risk Factors: Long-standing poorly controlled hypertension (max recorded 210/130 mmHg), chronic smoking, and chronic alcohol consumption significantly increase the risk for hemorrhagic stroke.


Examination Findings:


  • Vital Signs: Critically elevated blood pressure (230/140 mmHg) which increases the risk of ongoing bleeding.

  • Neurological Exam: Unresponsiveness, sustained leftward gaze deviation, right-sided hemiplegia, and signs of an upper motor neuron lesion (positive Babinski).

  • Other Systems: No evidence of fever, chest pain, or trauma which helps focus the concern on a cerebrovascular event rather than an infectious or cardiac etiology.


Differential Diagnosis


The primary concern is hypertensive intracerebral hemorrhage:


  • ICH Localization: The left hemisphere is likely involved due to gaze deviation toward the lesion and contralateral (right-sided) motor deficit.

  • Alternative Considerations: While ischemic stroke (specifically a left middle cerebral artery occlusion) could produce similar deficits, the acute severe headache, vomiting, and rapid decline in consciousness favor a hemorrhagic event rather than an ischemic one.


Immediate Emergency Management


  1. Airway, Breathing, and Circulation (ABCs):

    • Airway Protection: Given the decreased level of consciousness, secure the airway to prevent aspiration.

    • Breathing & Circulation: Monitor respiratory and cardiac status continuously.


  2. Neuroimaging:

    • Urgent Non-Contrast CT Head: This is essential to confirm the presence, location, and size of the hemorrhage, and to assess for signs of raised intracranial pressure (ICP).


  3. Blood Pressure Management:

    • Immediate Antihypertensive Therapy: Given the extremely high BP, initiate IV antihypertensives (e.g., nicardipine or labetalol) to lower blood pressure gradually while avoiding precipitous drops that might compromise cerebral perfusion.

    • Goal: Reduce systolic blood pressure to a safer range (often targeted around 140–160 mmHg in the setting of ICH, though exact targets may vary based on evolving guidelines and individual patient factors).


  4. Consultations:

    • Neurosurgery: Early involvement is crucial as the patient may require surgical intervention or close neurocritical care monitoring.

    • Neurology: For further evaluation and to help guide additional acute management decisions.


  5. Additional Supportive Measures:

    • Monitoring: Continuous cardiac, respiratory, and neurological monitoring.

    • Laboratory Tests: Urgent labs including CBC, coagulation profile, electrolytes, renal function, and blood glucose.

    • ICU Admission: Given the high risk of deterioration and the need for close monitoring, prepare for admission to an intensive care setting.



Summary



This patient’s clinical picture is most consistent with a hypertensive intracerebral hemorrhage in the left hemisphere, leading to acute neurological deterioration. Immediate priorities include securing the airway, performing emergent neuroimaging, initiating controlled blood pressure reduction, and consulting neurosurgery and neurology for comprehensive management. Prompt, coordinated care is critical to optimize outcomes in this emergency setting. 

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22.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
23.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
24.
Supplementary Table 1. Applicability of the responses
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Domain 2

Case #3: Investigating AI-2’s Capability in Assessment and Diagnosis


We: You will act as an emergency medicine expert. Your role is to screen the following patient's medical history to identify key diagnostic information.



AI-2:Please provide the patient's medical history details so I can review and identify key diagnostic information.


We: Patient Information


Gender: Male, Age: 43 years.


Chief Complaint: Sudden onset of chest pain for 3 hours, worsening with dyspnea for 1 hour.



History of Present Illness: The patient developed sudden, severe, tearing retrosternal chest pain during physical activity 3 hours prior to presentation, with radiation to the abdomen and persistent progression without relief. A coworker immediately called emergency medical services (EMS), and the patient was transported to the emergency department. Upon arrival, the patient denied fever, cough, sputum production, chest tightness, dyspnea, nausea, vomiting, or recent trauma. Initial diagnostic workup and symptomatic treatment were initiated. However, 1 hour ago, the chest pain intensified and was accompanied by respiratory distress and altered mental status.


Past Medical History: Hypertension for over 20 years, with a recorded maximum blood pressure of 200/110 mmHg. The patient had been self-medicating with nifedipine sustained-release tablets but reported poor blood pressure control. Denies history of diabetes mellitus, coronary artery disease, previous surgeries, or blood transfusions. No known history of infectious diseases, food or drug allergies, occupational exposure, or endemic diseases.


Personal and Social History: Smoking: Smoked for over 20 years (approximately 20 cigarettes per day). Alcohol consumption: Denies alcohol use. Denies substance abuse or exposure to toxic, chemical, or radioactive materials.


Marital and Reproductive History: Married at 27 years old. Spouse is in good health.


Has one child.



Family History: Mother had hypertension. No other hereditary or cardiovascular diseases reported in the family.


Physical Examination Upon Admission: Vital Signs: T: 36.2°C, P: 103 bpm, R: 20 bpm, BP (left arm): 210/100 mmHg, BP (right arm): 180/85 mmHg, SpO₂: 98%. General Appearance: Appears acutely ill, alert, fluent in speech, and tachypneic. Neurological Examination: Bilateral pupils equal in size (D ≈ 3.0 mm), reactive to light. Cardiovascular Examination: Regular heart rhythm, no audible murmurs. Respiratory Examination: Harsh breath sounds bilaterally, no rales or wheezing. Abdominal Examination: Soft, non-tender, no rebound tenderness or guarding. Extremities & Neurological Examination: Normal motor function (Grade 5 strength in all limbs), normal muscle tone. No lower limb edema or pathological reflexes.


Physical Examination at Symptom Worsening (1 Hour Later) Vital Signs: T: 36.5°C, P: 123 bpm, R: 27bpm, BP (left arm): 90/60 mmHg, BP (right arm): 80/45 mmHg, SpO₂: 90%. General Appearance: Appears acutely ill, drowsy, slow in response but still able to answer questions, tachypneic. Neurological Examination: Bilateral pupils equal in size (D ≈ 3.0 mm), reactive to light. Cardiovascular Examination: Regular heart rhythm, but distant, muffled heart sounds.Respiratory Examination: Harsh breath sounds bilaterally, with extensive crackles (rales). Abdominal Examination: Soft, non-tender, no rebound tenderness or guarding. Extremities & Neurological Examination: Normal motor function (Grade 5 strength in all limbs), normal muscle tone. No lower limb edema or pathological reflexes.


Diagnostic Workup: Electrocardiogram (ECG): Sinus tachycardia with abnormal rhythm. Contrast-Enhanced Chest CT: Aortic dissection. Echocardiography: Large pericardial effusion. Laboratory Investigations: Complete Blood Count (CBC): WBC: 11.2 × 10⁹/L, Hemoglobin: 142 g/L, Platelet count: 150 × 10⁹/L. Coagulation Profile: D-dimer: 551 μg/L (DDU). Cardiac Biomarkers: Troponin I: 0.031 μg/L, Cardiac Enzyme Panel: Creatine kinase (CK): 43 U/L, Creatine kinase-MB (CK-MB): 13 U/L, Lactate dehydrogenase (LDH): 188 U/L, Hydroxybutyrate dehydrogenase (HBDH): 164 U/L. No significant abnormalities in other parameters.

 AI-2:Diagnostic Summary and Key Findings


  1. Acute Aortic Dissection

    • Clinical Presentation: Sudden, severe, tearing retrosternal chest pain radiating to the abdomen during physical exertion.

    • Imaging Confirmation: Contrast-enhanced chest CT confirmed the presence of an aortic dissection.


  2. Complication: Cardiac Tamponade

    • Echocardiographic Findings: A large pericardial effusion was identified.

    • Hemodynamic Deterioration: A significant drop in blood pressure (from hypertensive levels to hypotension) along with tachycardia, altered mental status, and muffled heart sounds strongly suggests tamponade physiology, which is an emergency complication of aortic dissection.


  3. Contributing Factors:

    • Hypertension: Long-standing, poorly controlled hypertension is a well-known risk factor for aortic dissection.

    • Smoking History: Long-term smoking may have contributed to vascular damage.



Overall Assessment:

This 43-year-old male presents with an acute aortic dissection—likely involving the ascending aorta (Type A), given the pericardial effusion—that has progressed to cause cardiac tamponade. Immediate aggressive management, including surgical consultation and hemodynamic stabilization, is warranted to prevent further hemodynamic collapse and potential mortality.

*
25.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
26.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
27.
Supplementary Table 1. Applicability of the responses
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Domain 3

Case #4:
Investigating AI-2’s Capability in Emergency Treatment Decision-Making

We: You are required to act as an emergency medicine expert and provide personalized treatment recommendations for the following patient case based on the provided clinical details.



AI-2:Of course! Please provide the clinical details of the patient case, and I'll offer personalized treatment recommendations.


We: Patient Information


Age: 53 years, Gender: Female


Chief Complaint: Paroxysmal chest pain for 3 days, worsened and accompanied by dyspnea for 1 hour.


History of Present Illness: The patient developed recurrent episodes of paroxysmal chest pain three days ago, exacerbated by physical activity, each lasting for several minutes. The pain was described as stabbing and oppressive and gradually relieved by rest or sublingual nitroglycerin. One hour before presentation, while performing household chores, she experienced a more severe episode of chest pain that did not respond to rest or nitroglycerin, accompanied by dyspnea. She subsequently called emergency medical services (EMS) and was transported to the emergency department (ED). She denied fever, cough, sputum production, nausea, or vomiting. Upon admission, further diagnostic evaluation and symptomatic management were initiated.


Past Medical History: Hypertension for over 20 years, with a recorded maximum BP of 180/100 mmHg, managed with nifedipine sustained-release tablets with moderate efficacy. Diabetes mellitus: 20+ years, treated with miglitol (alpha-glucosidase inhibitor) and meglitinides, but reports poor glycemic control. Denies history of coronary artery disease (CAD), prior surgeries, or blood transfusions. No history of infectious diseases, food or drug allergies, occupational exposure, or endemic diseases.


Personal and Social History: Non-smoker, no history of alcohol consumption. Denies substance abuse or exposure to chemical, radioactive, or toxic substances.


Marital and Reproductive History: Married at 27 years old, spouse is in good health. Has one child.


Menstrual history: Regular menstruation, normal flow, currently postmenopausal.


Family History: Father had coronary artery disease (CAD). No other significant familial hereditary conditions.


Physical Examination: Vital Signs: T: 36.2°C, P: 73 bpm, R: 22 bpm, BP: 140/85 mmHg, SpO₂: 93%. General Appearance: Alert but acutely ill, tachypneic, fluent in speech. Neurological Examination: Bilateral pupils equal in size (D ≈ 3.0 mm), reactive to light. Cardiovascular Examination: Regular heart rhythm, no murmurs. Respiratory Examination: Harsh breath sounds bilaterally, with audible crackles (rales). Abdominal Examination: Soft, non-tender, no rebound tenderness or guarding. Extremities & Neurological Examination: Normal motor function (Grade 5 strength in all limbs), normal muscle tone. No lower limb edema or pathological reflexes.



Diagnostic Workup: Electrocardiogram (ECG): Sinus rhythm. ST-segment elevation (2–4 mm) in leads V1–V6. ST-segment depression in leads II, III, aVF. Echocardiography: Left ventricular systolic dysfunction, ejection fraction (EF) ~45%. Regional wall motion abnormalities. Cardiac Biomarkers: High-sensitivity Troponin I (hs-TnI): 0.7098 μg/L. Renal Function: Creatinine: 66 μmol/L, Blood Urea Nitrogen (BUN): 5.91 mmol/L, Uric Acid: 206 mmol/L. Electrolytes: Potassium (K⁺): 3.58 mmol/L, Sodium (Na⁺): 143 mmol/L, Chloride (Cl⁻): 108.4 mmol/L. B-type Natriuretic Peptide (BNP-Pro): 306.3 pg/mL. Lipid Panel: LDL-C: 3.86 mmol/L, HDL-C: 0.8 mmol/L, Total Cholesterol: 7.29 mmol/L, Triglycerides: 1.35 mmol/L. Fasting Blood Glucose: 4.98 mmol/L, D-dimer: 418 μg/L. Other laboratory parameters: No significant abnormalities.


 


AI-2: Recommended Emergency Management


  1. Activation of the STEMI Protocol:

    • Immediate Cardiac Catheterization:

      • Activate the catheterization laboratory for primary percutaneous coronary intervention (PCI) if the facility is available and the patient is within the appropriate time window.

      • If PCI is not available within 120 minutes, consider fibrinolytic therapy (assuming no contraindications).


  2. Antiplatelet Therapy:

    • Aspirin:

      • Administer a loading dose (typically 300 mg chewed) immediately.

    • P2Y₁₂ Inhibitor:

      • Initiate a loading dose of clopidogrel (or ticagrelor, based on local protocols and patient risk factors) to inhibit platelet aggregation before PCI.


  3. Anticoagulation:

    • Heparin:

      • Start unfractionated heparin (or an alternative anticoagulant if indicated) to prevent further thrombus propagation during and after PCI.


  4. Adjunctive Medical Therapy:

    • Nitroglycerin:

      • Although her pain was not relieved by nitroglycerin this time, intravenous nitroglycerin may still be considered for ongoing ischemia if blood pressure permits.

    • Beta-Blockers:

      • Consider beta-blockade cautiously once the patient is hemodynamically stable and without signs of decompensated heart failure. Given her left ventricular dysfunction (EF ~45%) and pulmonary findings, start at a low dose and monitor closely.

    • ACE Inhibitors:

      • Initiate an ACE inhibitor within the first 24 hours post-MI (assuming no contraindications such as hypotension or renal dysfunction) to help with ventricular remodeling and heart failure prevention.

    • High-Intensity Statin Therapy:

      • Begin a high-intensity statin (e.g., atorvastatin 80 mg daily) to stabilize atherosclerotic plaques and reduce future cardiovascular risk.


  5. Management of Heart Failure Symptoms:

    • Diuretics:

      • If pulmonary congestion worsens (e.g., increasing rales, dyspnea), consider loop diuretics to reduce preload and relieve pulmonary edema.

    • Oxygen Therapy:

      • Provide supplemental oxygen if her oxygen saturation falls below 90% or if she shows signs of respiratory distress.


  6. Monitoring and Supportive Care:

    • Continuous ECG Monitoring:

      • Monitor for arrhythmias and signs of ischemia.

    • Hemodynamic Monitoring:

      • Regularly reassess vital signs, especially blood pressure and respiratory status.

    • Biomarker Reassessment:

      • Serial measurement of cardiac biomarkers to gauge infarct size and ongoing injury.

    • Glucose Management:

      • Although her fasting blood glucose is near normal at presentation, optimize glycemic control given her long-standing diabetes.


  7. Long-Term Considerations:

    • Risk Factor Modification:

      • Address hypertension, dyslipidemia, and diabetes with lifestyle modifications and appropriate medications.

    • Cardiac Rehabilitation:

      • Plan for enrollment in a structured rehabilitation program post-discharge.



Summary


Given her clinical picture—a 53-year-old female with an anterior STEMI, regional wall motion abnormalities, and early signs of left ventricular dysfunction—the primary goal is rapid reperfusion via PCI, supported by dual antiplatelet therapy and anticoagulation. Adjunctive therapies, including nitroglycerin (if tolerated), beta-blockers, ACE inhibitors, and high-intensity statins, are essential for myocardial protection and remodeling. Close monitoring for heart failure is indicated, with diuretics and oxygen supplementation as needed.


Note: These recommendations should be adapted based on real-time clinical findings and local protocols. Consultation with interventional cardiology and critical care teams is imperative.



This approach is based on current evidence-based guidelines for managing acute STEMI and associated heart failure features in the emergency setting.

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28.
Supplementary Table 1. Quality of the responses
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
29.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
30.
Supplementary Table 1. Applicability of the responses 
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Domain 3

Case #5: Investigating AI-2’s Capability in Emergency Treatment Decision-Making


We: You are required to act as an emergency medicine expert. Based on the following patient's medical history, physical examination, and auxiliary test results, you must rapidly assess disease severity, identify key diagnostic information, and formulate an emergency treatment plan.




AI-2: Could you please provide the patient's specific details, including the medical history, physical examination findings, and any available test results? This information will allow me to perform a rapid assessment and formulate an appropriate emergency treatment plan.


We: Patient Information


Age: 33 years, Gender: Male


Chief Complaint: Sudden onset of left flank pain for 5 hours.


History of Present Illness: The patient developed acute onset of left flank pain five hours before presentation, accompanied by a sensation of lower abdominal heaviness, but denied nausea or vomiting. He experienced an urge to defecate without successful passage of stool. The pain temporarily subsided but recurred, prompting him to seek emergency medical attention. Upon admission, further diagnostic evaluation and symptomatic management were initiated.



Past Medical History: History of nephrolithiasis: Left kidney stone detected on routine physical examination 2 years ago, but no intervention was pursued. Denies history of hypertension, diabetes mellitus, coronary artery disease, previous surgeries, or blood transfusions. No known history of infectious diseases, food or drug allergies, occupational exposure, or endemic diseases.


Personal and Social History: Non-smoker, no history of alcohol consumption. Denies substance abuse or exposure to chemical, radioactive, or toxic substances.


Marital History: Married at 24 years old, spouse is in good health. Has one child.


Family History: No known familial hereditary diseases.



Physical Examination: Vital Signs: T: 37.3°C, P: 93 bpm, R: 19bpm, BP: 140/85 mmHg, SpO₂: 99%. General Appearance: Acutely ill appearance, alert, fluent speech, normal respiration. Neurological Examination: Bilateral pupils equal in size (D ≈ 3.0 mm), reactive to light. Cardiovascular Examination: Regular heart rhythm, no murmurs. Respiratory Examination: Harsh breath sounds bilaterally, no crackles or wheezing. Abdominal Examination: Soft, non-tender abdomen, no rebound tenderness or guarding. Left costovertebral angle (CVA) tenderness positive. Extremities & Neurological Examination: Normal motor function (Grade 5 strength in all limbs), normal muscle tone. No lower limb edema.


Diagnostic Workup: Electrocardiogram (ECG): Sinus rhythm, no significant abnormalities. Renal and Urinary Ultrasound: Dilatation of the left renal collecting system. Left ureteral dilation. Hyperechoic structure with posterior acoustic shadow at the ureterovesical junction. Complete Blood Count (CBC): White blood cell (WBC) count: 11.2 × 10⁹/L. Neutrophil percentage: 76%, Absolute neutrophil count: 8.5 × 10⁹/L, Hemoglobin (Hb): 122 g/L, Platelet count: 140 × 10⁹/L, C-Reactive Protein (CRP): 8.5 mg/L, Procalcitonin (PCT): 0.08 ng/mL. Urinalysis: Red blood cells (RBC): 120/HP, White blood cells (WBC): 8/HP. Other laboratory parameters: No significant abnormalities.


AI-2:Rapid Assessment and Diagnostic Summary


Likely Diagnosis:

The patient most likely has an acute episode of ureterolithiasis causing left-sided urinary tract obstruction. The history of nephrolithiasis, the acute onset left flank pain, and positive left CVA tenderness strongly support this. The renal and urinary ultrasound findings—dilatation of the left renal collecting system and ureter with a hyperechoic structure at the ureterovesical junction accompanied by posterior acoustic shadowing—confirm the presence of a stone causing obstruction.


Key Diagnostic Information:


  • Patient History:

    • Previous left kidney stone, which predisposes him to recurrent stone formation.

    • Acute onset flank pain with an atypical sensation of lower abdominal heaviness and urge to defecate.


  • Physical Examination:

    • Left CVA tenderness indicating renal involvement.

    • Vital signs are largely stable with no signs of systemic infection (mildly elevated temperature and heart rate).


  • Imaging Findings:

    • Ultrasound shows hydronephrosis (dilatation of the renal collecting system and ureter) and a stone at the ureterovesical junction.


  • Laboratory Results:

    • Mild leukocytosis with neutrophil predominance, potentially due to stress or inflammation.

    • Urinalysis reveals significant hematuria (120 RBC/HPF), which is consistent with ureteral irritation by a stone.

    • CRP and procalcitonin levels do not indicate severe systemic inflammation or infection.



Emergency Treatment Plan



  1. Pain Management:

    • Initiate analgesia with nonsteroidal anti-inflammatory drugs (NSAIDs) such as ketorolac, as first-line treatment for renal colic.

    • If pain persists or is severe, consider short-term opiate analgesics.


  2. Hydration:

    • Ensure adequate intravenous hydration to facilitate passage of the stone and maintain renal perfusion.


  3. Medical Expulsive Therapy:

    • Consider administering an alpha-blocker (e.g., tamsulosin) to help relax the ureteral smooth muscle and facilitate stone passage, particularly if the stone is small (<10 mm).


  4. Further Imaging:

    • Although ultrasound findings are diagnostic, a non-contrast computed tomography (CT) scan of the abdomen and pelvis can be obtained to confirm stone size, exact location, and to rule out any complications if clinical uncertainty remains.


  5. Monitoring and Supportive Care:

    • Regularly monitor vital signs and reassess pain.

    • Monitor for signs of infection (fever, rising WBC, or worsening pain) which would necessitate prompt urological intervention.


  6. Urology Consultation:

    • If the stone is large (>10 mm), if there is persistent obstruction, or if there is evidence of compromised renal function or infection, early consultation with urology is indicated for possible interventions such as ureteroscopy or extracorporeal shock wave lithotripsy (ESWL).


  7. Patient Education and Follow-Up:

    • Advise the patient regarding the possibility of spontaneous passage of the stone and instruct him on what signs (e.g., severe pain, fever, or inability to urinate) should prompt immediate return to the emergency department.

    • Arrange for outpatient follow-up with urology to discuss definitive management and possible metabolic evaluation for recurrent stone formation.

    • Conclusion


      The patient’s presentation is consistent with acute ureterolithiasis causing obstruction at the ureterovesical junction. The initial management should focus on effective pain control, hydration, and medical expulsive therapy, with further imaging and urological evaluation if indicated by stone size or the development of complications. This systematic approach ensures both symptomatic relief and the prevention of potential complications such as infection or renal impairment.




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31.
Supplementary Table 1. Quality of the responses
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
32.
Supplementary Table 2. Relevance of the responses
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
33.
Supplementary Table 1. Applicability of the responses 
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Domain 4


Case #6: Investigation of AI-2’s Capability in Post-Treatment Management and Follow-Up


We: Please assume the role of a professional emergency physician and formulate a Post-Treatment Management plan for the patient based on the following case details.


AI-2: Could you please provide the specific case details (such as the patient's history, diagnosis, treatment received, and any relevant clinical findings) so I can formulate an accurate and comprehensive post-treatment management plan?


We: Patient Information


Age: 75 years, Gender: Male


Chief Complaint: Abdominal pain for 10 hours.


History of Present Illness: The patient experienced a sudden onset of epigastric pain 10 hours ago, accompanied by nausea and one episode of vomiting containing gastric contents, without coffee-ground appearance. He also reported two episodes of loose stools but denied fever. The patient self-administered omeprazole and levofloxacin, which led to partial symptom relief. However, approximately two hours before presentation, following food intake, his pain progressively worsened and shifted to the right lower quadrant, prompting him to seek emergency medical care. Upon hospital admission, relevant examinations were performed, and symptomatic treatment was initiated.


Past Medical History: Denies history of hypertension, diabetes, or coronary artery disease. No history of surgeries or blood transfusions. No history of infectious diseases. No known drug or food allergies. No occupational or endemic disease history.


Personal History: Denies smoking and alcohol consumption. No history of substance abuse. No known exposure to chemicals, radiation, or toxic substances.


Marital History: Unmarried, without a designated caregiver.


Family History: Denies a family history of hereditary diseases.


Physical Examination: Vital Signs: T: 37.3°C, P: 93 bpm, R: 20 bpm, Bp: 120/75 mmHg, SpO₂: 99%. General Condition: Conscious, appearing acutely ill, fluent in speech, and breathing stably. Bilateral pupils equal in size (D ≈ 3.0 mm) with reactive light reflex. Cardiopulmonary Examination: Regular heart rhythm. Coarse breath sounds in both lungs, no rales or abnormal breath sounds. Abdominal Examination: Soft abdomen with localized tenderness, rebound tenderness, and muscle guarding at McBurney’s point in the right lower quadrant. Hypoactive bowel sounds (1 sound/min). No obvious shifting dullness. Neuromuscular Examination: Full range of motion in all extremities. Muscle strength: 5/5. Normal muscle tone. No lower limb edema.


Diagnostic Workup: Electrocardiogram (ECG): Sinus rhythm, no significant abnormalities. Abdominal CT (plain scan): Enlarged appendiceal lumen (diameter ≈ 10 mm). Presence of fecalith and fluid accumulation. Surrounding fat tissue showing blurred margins. Laboratory Tests: Complete Blood Count (CBC): WBC: 14.8 × 10⁹/L, Neutrophil: 85.4%, RBC: 6.01 × 10¹²/L, Hb: 166 g/L, HCT: 51.5%, PLT: 208 × 10⁹/L, CRP: 208.93 mg/L, Procalcitonin (PCT): 0.154 ng/mL, Serum Amylase: 100 U/L, Serum Lipase: 8.5 U/L, D-dimer: 158 μg/L (DDU). Liver function, renal function, blood glucose, electrolytes, and coagulation function: No significant abnormalities. Diagnosis & Surgical Intervention: Diagnosis: Acute appendicitis with localized peritonitis. Surgical Procedure: Laparoscopic appendectomy. Intraoperative Course: Uneventful. Postoperative Status: The patient was transferred to the emergency ward for further monitoring. Postoperative Vital Signs: T: 37.6°C, P: 82 bpm, R: 19 bpm, Bp: 170/120 mmHg, SpO₂: 98%. Postoperative Observations: Surgical Site: Well-placed abdominal drainage, dry wound dressing. Urinary Output: Normal in color, consistency, and volume.

Psychological Status: The patient exhibited mild anxiety, frequently inquiring about his postoperative recovery and expressing concerns about self-care after discharge. Hamilton Anxiety Scale (HAMA-14) Score: 18. Risk Assessments: Braden Pressure Ulcer Risk Score: 16, Barthel Index (for activities of daily living): 20, Fall Risk Assessment Score: 36, Catheter Dislodgement Risk Score: 11, Pain Assessment: Numerical Rating Scale (NRS) Score: 3.


AI-2:Below is a comprehensive post-treatment management plan tailored to this 75‐year‐old male patient with acute appendicitis and localized peritonitis who underwent a laparoscopic appendectomy:


1. Hemodynamic and Vital Sign Monitoring


  • Blood Pressure Control:

    • Observation: Postoperative BP is elevated at 170/120 mmHg.

    • Plan:

      • Initiate close monitoring of blood pressure (at least every 15–30 minutes initially).

      • Consider starting or adjusting antihypertensive therapy (e.g., short-acting agents like labetalol or nitroglycerin if hypertensive urgency is confirmed) after evaluating the patient’s cardiovascular history and current status.

      • Consult cardiology if BP remains persistently elevated despite initial measures.



  • Other Vitals:

    • Continue monitoring temperature, heart rate, respiratory rate, and oxygen saturation regularly.

    • Document trends to catch early signs of systemic complications or infection.



2. Postoperative Wound and Drainage Management


  • Wound Care:

    • Maintain a dry and clean wound dressing; inspect the surgical site at regular intervals (every shift) for signs of infection (redness, swelling, increased tenderness, or discharge).


  • Drain Management:

    • Monitor the abdominal drainage for volume, character, and signs of infection.

    • Ensure the drain is securely placed to prevent dislodgement, given the catheter dislodgement risk score of 11.



3. Pain and Symptom Management


  • Pain Control:

    • Current NRS pain score is 3 (mild pain).

    • Continue with scheduled non-opioid analgesics (e.g., acetaminophen) and consider adjunctive NSAIDs if no contraindications exist.

    • Reassess pain regularly and titrate analgesia as necessary.


  • Gastrointestinal Management:

    • Monitor bowel sounds and gastrointestinal function postoperatively.

    • Advance diet gradually as tolerated, starting with clear liquids and progressing to a regular diet once bowel function is confirmed.



4. Infection Prophylaxis and Antibiotic Therapy


  • Antibiotic Management:

    • Given the localized peritonitis, continue appropriate antibiotic coverage postoperatively (tailored to intraoperative findings and local protocols).

    • Reassess inflammatory markers (CRP, WBC count) in serial labs to monitor the response.


  • Sepsis Vigilance:

    • Despite stable vitals aside from BP, be alert for any signs of systemic infection or sepsis (e.g., rising temperature, tachycardia, altered mental status).



5. Mobilization and Prevention of Complications


  • Early Mobilization:

    • Encourage ambulation as soon as feasible to reduce the risk of deep venous thrombosis (DVT) and pulmonary complications, keeping in mind the high fall risk score (36).

    • Provide assistance during mobilization to prevent falls.


  • Pressure Ulcer Prevention:

    • With a Braden Scale score of 16, implement frequent repositioning, skin assessments, and use of pressure-relieving devices.


  • Fall Prevention:

    • Implement fall precautions including non-slip footwear, adequate lighting, and bedside call systems.

    • Monitor the patient’s balance and strength given his low Barthel Index score (20), indicating limited activities of daily living (ADL).



6. Psychological and Functional Support


  • Anxiety Management:

    • The patient’s mild anxiety (HAMA-14 score of 18) should be addressed with clear communication regarding his recovery plan.

    • Offer reassurance and involve a mental health professional if anxiety worsens.

    • Consider low-dose anxiolytics if indicated, ensuring they do not compromise respiratory or hemodynamic status.


  • ADL and Self-Care Support:

    • Recognize that the patient has limited self-care ability.

    • Initiate discussions with social work and possibly physical/occupational therapy to plan for post-discharge support.

    • Consider involving a case manager to discuss potential home care services or temporary assistance, given the absence of a designated caregiver.



7. Laboratory and Imaging Follow-Up


  • Serial Lab Tests:

    • Repeat CBC, CRP, and other relevant labs in the immediate postoperative period to monitor for trends that might suggest ongoing infection or inflammation.


  • Imaging:

    • No immediate need for repeat imaging unless clinical deterioration or new abdominal findings occur.



8. Discharge Planning and Education


  • Patient Education:

    • Educate the patient (and any potential family members or caregivers) on signs of wound infection, worsening pain, or other concerning symptoms that warrant prompt medical attention.

    • Provide clear instructions on medication adherence, blood pressure monitoring, and activity levels post-discharge.


  • Follow-Up:

    • Schedule a follow-up visit within 7–10 days post-discharge for wound evaluation and overall recovery assessment.

    • Arrange for additional follow-up regarding blood pressure management and physical therapy, if needed.



Summary



This management plan focuses on stabilizing the patient's hemodynamic status, preventing postoperative complications, managing pain and infection risk, and addressing both his physical and psychological needs. Coordination with multidisciplinary teams (including cardiology, nursing, physical therapy, and social work) is essential to ensure a smooth recovery and a safe transition to post-discharge care.

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34.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
35.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
36.
Supplementary Table 1. Applicability of the responses 
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Domain 4


Case #7: Investigation of AI-2’s Capability in the Management and Follow-up of Emergency Patients Post-Treatment


We: Please assume the role of a professional emergency physician and develop a follow-up plan based on the case provided below.


AI-2: I don't see any case details provided. Could you please share more information about the case (e.g., patient history, diagnosis, interventions performed, lab/imaging results, etc.) so that I can develop an appropriate follow-up plan?


We: Patient Information:


Age: 16, Gender: Male


Primary Symptoms: Epigastric pain accompanied by nausea and vomiting for three days.


Altered consciousness for two hours.


History of Present Illness: The patient developed epigastric pain three days ago, accompanied by nausea and vomiting. The vomitus consisted of gastric contents, with no coffee-ground material. He experienced one episode of loose stool, without fever or chills. He was diagnosed with acute gastroenteritis and treated with omeprazole, third-generation cephalosporins, and 654-2, leading to partial symptom relief. Two hours before admission, the patient developed altered consciousness and experienced rapid breathing. His family immediately called emergency medical services (EMS, 120), and he was transported to the emergency department. Upon admission, relevant tests were performed, and symptomatic supportive treatment was initiated.


Past Medical History: No history of hypertension, diabetes, coronary artery disease, or other chronic illnesses. No history of surgical procedures or blood transfusion. No history of infectious diseases. No history of food or drug allergies. No history of occupational or endemic diseases.


Personal History: Denies smoking or alcohol consumption. Denies substance abuse. No history of exposure to chemicals, radiation, or toxic substances.


Marital History: Unmarried.


Family History: Denies family history of hereditary diseases.


Psychosocial Factors: The patient’s mother reported high academic stress and a rebellious attitude.


Lifestyle: Irregular daily routine. Unhealthy dietary habits, including frequent consumption of high-sugar and high-calorie foods. Lack of physical activity. Poor adherence to health management and non-compliance with regular health monitoring.



Physical Examination: T: 36.5℃, P: 103 bpm, BP: 90/65 mmHg, SpO₂: 99%. Neurological Status: Altered consciousness, unresponsive to verbal stimuli, tachypneic. Pupils: Equal bilaterally, D ≈ 3.0 mm, present light reflex. Cardiopulmonary Examination: Regular heart rhythm, coarse breath sounds bilaterally, no rales. Abdomen: Soft, unable to cooperate with examination. Neurological System: Painful stimuli elicit limb movement, normal muscle tone, negative bilateral pathological signs. Lower Limbs: No significant edema. Auxiliary Examinations: ECG: Sinus rhythm, no significant abnormalities. Non-contrast CT of the head and abdomen: No significant parenchymal lesions, hemorrhage, infarction, or space-occupying lesions. Arterial Blood Gas Analysis: pH: 7.04, PO₂: 143 mmHg, PCO₂: 18 mmHg, Base Excess (BE): -18. Capillary Blood Glucose: HI, Venous Blood Glucose: 42.7 mmol/L. Serum Electrolytes: Na⁺: 157.4 mmol/L, Cl⁻: 118 mmol/L. Complete Blood Count (CBC): WBC: 12.4 × 10⁹/L, Hb: 13 g/dL, Platelet Count (PLT): 212 × 10⁹/L. Liver and Kidney Function Tests, Coagulation Panel: Largely normal. Urinalysis: Ketone bodies 4+. Diagnosis: Diabetic Ketoacidosis (DKA). After comprehensive treatment, including fluid resuscitation, insulin therapy for blood glucose control, correction of acidosis, and anti-inflammatory management, the patient's consciousness gradually improved, and symptoms of nausea and vomiting subsided.


AI-2: Below is a comprehensive follow-up plan for this 16‐year‐old male patient recovering from diabetic ketoacidosis (DKA). The plan addresses medical stabilization, diabetes management, lifestyle modification, and psychosocial support.


1. Inpatient Observation and Transition to Outpatient Care


  • Stabilization and Monitoring:

    Continue monitoring vital signs, mental status, and fluid–electrolyte balance until laboratory values (glucose, electrolytes, acid–base status) stabilize. Transition from IV insulin to subcutaneous insulin should be done only after confirming resolution of ketoacidosis and stable hemodynamics.

  • Education During Hospitalization:

    Begin initial diabetes education, including recognition of DKA warning signs, blood glucose monitoring techniques, and the importance of medication adherence.


2. Endocrinology and Diabetes Management


  • Referral to a Pediatric Endocrinologist:

    Arrange a prompt outpatient follow-up with a pediatric endocrinologist to:

    • Confirm the diagnosis (likely new-onset type 1 diabetes given the age and DKA presentation).

    • Develop an individualized insulin regimen (basal-bolus schedule or insulin pump therapy if appropriate).

    • Set target blood glucose ranges and review self-monitoring techniques.


  • Diabetes Education Program:

    Refer the patient to a certified diabetes educator to:

    • Provide comprehensive training on insulin administration, glucose monitoring, and managing hypoglycemia.

    • Educate on “sick day rules” to prevent future episodes of DKA.

    • Discuss carbohydrate counting and dietary management.


  • Regular Follow-Up Visits:

    • Schedule follow-ups at 1week post-discharge to assess clinical status and review blood glucose logs.

    • Monitor HbA1c every 3 months to evaluate long-term glycemic control.

    • Perform periodic screening for diabetes-related complications as indicated by clinical guidelines.



3. Lifestyle Modification


  • Nutritional Counseling:

    Arrange for consultation with a dietitian who specializes in pediatric/adolescent diabetes.

    • Develop a balanced meal plan focusing on low glycemic-index foods.

    • Emphasize portion control and regular meal timings.


  • Physical Activity:

    Encourage gradual incorporation of age-appropriate physical activity.

    • Develop an exercise plan that takes into account the patient’s energy levels and blood glucose fluctuations.

    • Educate about the impact of exercise on blood glucose and how to adjust insulin doses and carbohydrate intake accordingly.


  • Adherence and Self-Management:

    • Stress the importance of adherence to the prescribed insulin regimen and regular self-monitoring.

    • Provide written and digital resources to reinforce learning.



4. Psychosocial Support


  • Addressing Stress and Behavioral Factors:

    Given the high academic stress and reported rebellious attitude, consider:

    • A referral to a psychologist or counselor with experience in adolescent health and chronic disease management.

    • Incorporating family counseling to support both the patient and his family in adapting to the new diagnosis.

    • Stress-management techniques, such as mindfulness or relaxation exercises, as adjuncts to therapy.


  • Peer Support:

    • Encourage participation in support groups for adolescents with diabetes, which can offer both emotional support and practical advice.



5. Emergency Preparedness


  • Sick Day Management:

    • Provide a clear “sick day” protocol that includes instructions on when to check blood glucose and ketones more frequently, when to adjust insulin doses, and when to seek medical care.

    • Educate both the patient and his family on the early signs of DKA recurrence.


  • Emergency Contact Information:

    • Ensure that the family is aware of local emergency services and has a plan in place if symptoms of DKA recur.



6. Long-Term Monitoring and Prevention


  • Regular Monitoring of Complications:

    • As the patient ages, institute screening for microvascular and macrovascular complications per established guidelines (e.g., annual eye exams, periodic urine microalbumin screening).


  • Review of Technology Options:

    • Discuss with the endocrinologist the possibility of using continuous glucose monitoring (CGM) devices and insulin pumps as part of an integrated diabetes management strategy.




This multi-faceted follow-up plan is designed to address the immediate recovery from DKA while establishing a strong foundation for chronic diabetes management, lifestyle modifications, and psychosocial support to prevent recurrence and optimize long-term outcomes.


*
37.
Supplementary Table 1. Quality of the responses
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
38.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
39.
Supplementary Table 1. Applicability of the responses 
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Field 5


Case #8: Investigation of AI-2’s Capability in Providing Psychological Support for Emergency Patients


We: Please assume the role of a professional emergency physician and nurse. Based on the following case, identify psychological issues and suggest appropriate coping strategies.


AI-2:Could you please provide the details of the case so we can analyze it accurately?


We: Patient Information:


Gender: Male, Age: 58 years, Education Level: Junior high school


Primary Symptoms: Sudden-onset right-sided limb weakness for 30 minutes.


History of Present Illness: Thirty minutes prior to admission, the patient experienced sudden-onset right upper limb weakness (unable to grasp objects) and right lower limb weakness (unable to lift, unable to stand). He reported no significant headache, dizziness, nausea, vomiting, diplopia, or dysarthria. Although he remained conscious after symptom onset, he exhibited marked anxiety, repeatedly asking his family if he would become paralyzed or die. He reported poor sleep quality for the past month, characterized by frequent awakenings. His family immediately called emergency medical services, and he was transported to the emergency department. Upon admission, comprehensive investigations and symptomatic management were performed.


Past Medical History: Hypertension for 8 years (maximum 160/102 mmHg), managed with nifedipine controlled-release tablets 200 mg QD, with moderate control. Type 2 diabetes mellitus (T2DM) for 5 years, poorly controlled, with occasional medication adherence. Mild cognitive impairment (MCI) diagnosed 3 years ago, with irregular follow-up. No history of stroke or myocardial infarction.


Personal History: Smoking history: 30 years (1 pack/day). Alcohol consumption: 20 years (binge drinking once per week, consuming 2–3 jin of baijiu). Denies history of substance abuse. Denies exposure to chemical, radiation, or toxic substances


Marital History: Married, with one daughter. Spouse: Healthy.


Family History: Denies three-generation history of cerebrovascular disease. Mother had diagnosed depression, but never received systematic treatment.


Physical Examination: T: 36.4℃, P: 78 bpm, R: 17 bpm, BP: 180/115 mmHg, SpO₂: 99%. Neurological Status: Conscious, alert, and oriented. Fluent speech, no dysarthria. Pupils equal, round, and reactive to light (D ≈ 3.0 mm). Ocular movement: Normal, no nystagmus. Facial symmetry: Symmetric forehead wrinkles, symmetric nasolabial folds, midline tongue protrusion. Muscle strength: Right upper limb: Grade 3, Right lower limb: Grade 2. Left limbs: Grade 5. Deep tendon reflexes: Hyperreflexia. Babinski sign: Left (-), Right (+). NIHSS Score: 5. GCS: 15. Kamada Water-Swallowing Test: Grade 0.


Diagnostic Workup: Head CT: Brain atrophy, white matter degeneration, old infarct in the left basal ganglia region, no acute hemorrhage. Echocardiography: Normal cardiac structure, normal left ventricular systolic function at rest (LVEF 61%). Laboratory Tests: Hb: 102 g/L, High-sensitivity troponin I (hs-TnI) : 0.035 μg/L, FPG: 6.88 mmol/L, LDL: 3.4 mmol/L, Other results: No significant abnormalities. Diagnosis: Acute Ischemic Stroke (AIS) (within the thrombolysis time window).


Treatment & Outcome: After informing the family of potential thrombolysis risks, consent was obtained, and the patient underwent intravenous thrombolysis with alteplase. Post-thrombolysis, the NIHSS score decreased to 1.



Day 2 Post-Thrombolysis: The patient suddenly developed incoherent speech, hallucinations, and delusions, stating: "I see ghosts." "My family is trying to harm me." Agitated, yelling, and uncooperative with examination. Delirium assessment (Confusion Assessment Method, CAM) was positive. The patient was placed under protective restraints, and organic causes such as hemorrhage and metabolic disorders were ruled out. A neurology-psychiatry consultation was conducted, diagnosing delirium episodes.


Day 3 Post-Thrombolysis: Hallucinations and delusions ceased, but the patient became withdrawn, refused to eat or speak, and exhibited low mood. Repeatedly asked: &quot;Will I become disabled?&quot; &quot;Can I still live?&quot; Expressed feelings of hopelessness, stating: &quot;Life has no meaning.&quot; No active suicidal plans or behaviors, but experienced insomnia.


Psychological Assessment: Acceptance and Action Questionnaire (AAQ-II): 41. Connor-Davidson Resilience Scale (CD-RISC): Patient: 91, Spouse: 101. Hamilton Depression Scale (HAMD-17): Patient: 24, Spouse: 11. Hamilton Anxiety Scale (HAMA-14): Patient: 16, Spouse: 12. Mini-Mental State Examination (MMSE): 19. Pittsburgh Sleep Quality Index (PSQI): 18.


Day 4 Post-Thrombolysis: Stable condition: T: 36.1℃, P: 76 bpm, R: 16 bpm, BP: 124/77 mmHg, SpO₂: 98%. Neurological Status: Conscious, fluent speech. No nystagmus or diplopia. Muscle strength: Left limbs: Grade 5, Right upper limb: Grade 4+, Right lower limb: Grade 4+. Deep tendon reflexes: Hyperreflexia. Babinski sign: Left (-), Right (+). NIHSS Score: 2. GCS Score: 15. Kamada Water-Swallowing Test: Grade 0.



Psychological Follow-up Plan: Concerns about recovery and quality of life persist with occasional emotional fluctuations. The attending physician decided to transfer the patient to the neurology ward for further rehabilitation and psychological intervention.


AI-2:Below is an analysis of the patient’s psychological issues and recommendations for coping strategies from both an emergency physician and nursing perspective:


Psychological Issues Identified


  1. Acute Anxiety and Fear of Disability/Death (Pre-Thrombolysis):

    • The patient was extremely anxious when his symptoms began, repeatedly asking if he would become paralyzed or die. This intense anxiety is common in acute stroke presentations, reflecting fear of the unknown and impending disability.


  2. Delirium Post-Thrombolysis (Day 2):

    • The sudden onset of incoherent speech, hallucinations (seeing ghosts), delusions (believing family members were trying to harm him), and agitation are indicative of an acute delirium episode. Delirium in post-stroke patients can be multifactorial, including the effects of thrombolytic therapy, metabolic changes, and acute stress.


  3. Depressive Symptoms and Emotional Withdrawal (Day 3):

    • After the resolution of the delirium, the patient exhibited signs of depression: withdrawal, refusal to eat or speak, persistent worry about disability, hopelessness, and a belief that life has lost its meaning. His high HAMD-17 score (24) supports a moderate to severe depressive state.

    • Sleep disturbances are also noted (PSQI: 18), further compounding his depressive state.


  4. Cognitive Impairment:

    • With a past diagnosis of mild cognitive impairment (MMSE: 19) and fluctuating cognitive status post-event, there is an added challenge in processing information and managing stress, which can influence emotional regulation and recovery.



Recommended Coping Strategies


1. Early Psychological Intervention and Support


  • Reassurance and Psychoeducation:

    • Physician Role: Provide clear, empathetic explanations about the stroke, treatment plan, and expected recovery trajectory. Emphasize that fluctuations in mood and cognition are common post-stroke.

    • Nursing Role: Continuously offer emotional support, validate his feelings, and ensure he understands each step of his care.


  • Family Involvement:

    • Educate the family on the nature of his psychological symptoms, ensuring they understand that anxiety, delirium, and depressive episodes are part of the acute post-stroke response. Encourage a supportive, nonjudgmental environment that fosters reassurance.



2. Structured Psychological and Rehabilitation Programs


  • Delirium Management:

    • Immediate Care: Continue to monitor vital signs and neurological status. Use environmental strategies (e.g., ensuring a calm, well-lit room, presence of familiar objects) to reduce confusion.

    • Follow-Up: After delirium resolution, closely observe for persistent cognitive or emotional disturbances.


  • Depression and Anxiety Interventions:

    • Cognitive Behavioral Therapy (CBT): Initiate therapy sessions with a focus on restructuring negative thoughts and building realistic, hopeful outlooks regarding recovery.

    • Mindfulness and Relaxation Techniques: Introduce guided relaxation, breathing exercises, or mindfulness-based stress reduction (MBSR) to help manage anxiety and improve sleep quality.


  • Pharmacological Support:

    • Consider a short-term prescription of anxiolytics or antidepressants if non-pharmacological measures are insufficient, always weighing the risk-benefit profile in the context of his current medical condition and potential drug interactions.



3. Sleep Hygiene and Routine


  • Sleep Environment Optimization:

    • Encourage practices that promote quality sleep: maintaining a regular sleep schedule, reducing daytime naps, minimizing environmental noise/light during sleeping hours, and avoiding stimulants close to bedtime.


  • Nursing Monitoring:

    • Regularly assess sleep patterns using standardized tools and adjust interventions accordingly.



4. Cognitive and Physical Rehabilitation


  • Cognitive Rehabilitation:

    • Given his mild cognitive impairment, integrate cognitive exercises tailored to his current abilities to support memory and decision-making skills, which can help alleviate feelings of helplessness.


  • Physical Rehabilitation:

    • Active participation in physical therapy can improve motor recovery, which in turn may bolster his confidence and positively impact mood.



5. Regular Psychological Follow-Up


  • Ongoing Assessment:

    • Schedule frequent psychological evaluations using tools like the AAQ-II, CD-RISC, HAMD, and HAMA to monitor progress and adjust the treatment plan.


  • Peer Support:

    • If available, consider involving him in stroke support groups where he can interact with peers facing similar challenges, thereby reducing feelings of isolation.



Conclusion


In summary, this patient presents with a spectrum of psychological issues including acute anxiety, post-stroke delirium, and subsequent depressive symptoms compounded by pre-existing cognitive impairment. A multidisciplinary approach—combining early psychological intervention, family education, tailored rehabilitation programs, and both non-pharmacological and possibly pharmacological treatments—is essential. This strategy aims not only to alleviate immediate distress but also to foster long-term resilience and improve overall recovery outcomes.



Both the medical and nursing teams play critical roles in creating a supportive environment that addresses both the physical and emotional needs of the patient.

*
40.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
41.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
42.
Supplementary Table 1. Applicability of the responses
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Field 5


Case #9: Investigation of AI-2’s Capability in Providing Psychological Support for Emergency Patients


We: Please assume the role of a professional emergency physician and nurse. Based on the following case, identify psychological issues and suggest appropriate coping strategies.


AI-2: I’d be happy to help, but I don’t see the case details mentioned. Could you please provide the specific case information so I can accurately identify the psychological issues and recommend appropriate coping strategies?


We: Patient Information:


Gender: Male, Age: 30 years, Education Level: Junior high school


Primary Symptoms: Self-ingestion of dichlorvos (approximately 30–50 mL) 30 minutes prior to presentation.


History of Present Illness: The patient had an emotional outburst following an argument with family members and immediately ingested the organophosphate pesticide "dichlorvos". He subsequently developed profuse sweating with a distinct pesticide odor and was immediately transported to the emergency department. Upon admission, the patient was agitated and refused treatment. As hospitalization progressed, he developed excessive salivation, generalized muscle fasciculations, miosis (1.5 mm), increased bronchial secretions, and mild respiratory distress, leading to a diagnosis of acute organophosphate poisoning. Emergency resuscitative measures were initiated.


Past Medical History: Diagnosed with "depressive state" 2 years ago, but never received systematic treatment. Denies other chronic illnesses.


Personal History: Smoking history: 10 years (1 pack/day). Denies history of alcohol consumption. Denies history of substance abuse. Denies exposure to chemicals, radiation, or toxic substances.


Marital Status: Unmarried, no children.


 Family History: Denies family history of hereditary diseases.


Mental Status: Conscious but agitated, refusing cooperation.


Physical Examination: T: 36.9℃, P: 117 bpm, R: 24 breaths/min, BP: 133/71 mmHg, SpO₂: 97%. General Appearance: Profuse sweating. Excessive oral secretions. Distinct pesticide odor. Neurological Status: Pupils: Constricted (D ≈ 1.5 mm), reactive to light. Lungs: Coarse breath sounds, audible wet rales. Muscle activity: Generalized muscle fasciculations, normal muscle tone. Deep tendon reflexes: Hyperreflexia. NIHSS Score: 0. GCS Score: 15.


Emergency Management: The patient was immediately administered gastric lavage, fluid resuscitation, and supportive therapy, along with atropine and pralidoxime for symptomatic treatment. His condition gradually improved, and he was out of immediate danger by day 2.Day 3 Post-Admission: The patient’s condition remained stable without further cholinergic crisis episodes. However, family members reported new psychological symptoms, including: Depressed mood. Frequent crying episodes. Insomnia, Headaches, Difficulty concentrating, Loss of interest in daily activities, Recurrent suicidal ideation.


 Psychological Assessment: Acceptance and Action Questionnaire (AAQ-II): 41. Connor-Davidson Resilience Scale (CD-RISC): 91. Hamilton Depression Scale (HAMD-17): 24. Hamilton Anxiety Scale (HAMA-14): 22. MMSE: 19. Pittsburgh Sleep Quality Index (PSQI): 18. Eysenck Personality Questionnaire (EPQ): Introverted tendency, emotionally unstable.


AI-2: Below is an analysis of the patient’s psychological issues followed by suggested coping strategies and interventions.


Identified Psychological Issues


1. Acute Depressive Symptoms and Suicidal Ideation


  • Depressed mood, frequent crying, loss of interest: These are classic depressive symptoms that have intensified following his self-harm behavior.

  • Recurrent suicidal ideation: This raises immediate safety concerns and indicates a high risk of future self-harm.


2. Anxiety and Emotional Dysregulation


  • Anxiety symptoms (HAMD-17: 24; HAMA-14: 22): The scores indicate moderate levels of both depression and anxiety, suggesting significant emotional distress.

  • Introverted and emotionally unstable personality traits (EPQ): These traits can contribute to difficulty in managing stress and interpersonal conflicts.


3. Sleep Disturbances and Cognitive Impairment


  • Insomnia and poor sleep quality (PSQI: 18): Disrupted sleep can worsen mood and cognitive function.

  • Difficulty concentrating and headaches: These symptoms may be related to both the acute stress reaction and the depressive state.

  • MMSE of 19: Although this score might be influenced by his low education level, it also suggests some cognitive impairment that needs further evaluation.


4. Coping and Resilience


  • AAQ-II: 41: A higher score on the Acceptance and Action Questionnaire can indicate less psychological flexibility, meaning he might struggle with accepting and adapting to his distress.

  • CD-RISC: 91: This suggests he possesses a relatively strong capacity for resilience; however, it appears that his current crisis has overwhelmed his usual coping strategies.


Suggested Coping Strategies and Interventions


1. Immediate Safety and Crisis Intervention


  • Suicide Risk Management:

    • Safety Planning: Establish a safety plan with clear steps to follow if suicidal thoughts intensify, including emergency contact numbers and removal of access to lethal means.

    • Supervised Environment: Consider psychiatric hospitalization or intensive outpatient monitoring given the high suicide risk.


  • Crisis Intervention:

    • Immediate psychiatric evaluation is essential to assess the need for emergency interventions and ensure a safe, structured environment.



2. Pharmacological Interventions


  • Antidepressants and/or Anxiolytics:

    • Given the moderate severity of depressive and anxiety symptoms, initiating an SSRI (e.g., fluoxetine, sertraline) might be indicated.

    • Consider short-term anxiolytics if needed, but with caution due to the risk of sedation or misuse.


  • Medication Adherence and Monitoring:

    • Regular follow-up and monitoring for efficacy and side effects are crucial, particularly because of his recent overdose and potential medication non-adherence issues.



3. Psychotherapeutic Approaches


  • Cognitive Behavioral Therapy (CBT):

    • CBT can help challenge negative thought patterns, improve coping strategies, and address maladaptive behaviors.


  • Dialectical Behavior Therapy (DBT):

    • DBT might be especially beneficial given his emotional instability and self-harm behaviors, as it teaches skills in emotion regulation, distress tolerance, and interpersonal effectiveness.


  • Acceptance and Commitment Therapy (ACT):

    • This approach can help increase psychological flexibility, as indicated by the AAQ-II, and encourage acceptance of difficult emotions while committing to value-driven actions.



4. Sleep Hygiene and Lifestyle Modifications


  • Sleep Hygiene Education:

    • Encourage regular sleep schedules, limiting caffeine and screen time before bed, and creating a calm sleep environment to improve his PSQI score.


  • Regular Physical Activity:

    • Exercise can help alleviate depressive symptoms and improve overall well-being.



5. Social Support and Family Involvement


  • Family Therapy:

    • Involving family members can help address interpersonal conflicts and improve his support system.


  • Peer Support Groups:

    • Encouraging participation in support groups can provide additional emotional support and reduce isolation.



6. Long-Term Follow-Up and Rehabilitation


  • Integrated Care:

    • A multidisciplinary approach involving emergency physicians, psychiatrists, psychologists, and nurses is vital to ensure continuity of care.


  • Education and Vocational Counseling:

    • Given his limited education, additional support for educational or vocational advancement might improve self-esteem and long-term outcomes.



Summary


In summary, the patient presents with a complex mix of acute depressive symptoms, anxiety, suicidal ideation, sleep disturbances, and cognitive challenges, compounded by an underlying emotionally unstable personality. Immediate safety measures and crisis intervention, combined with pharmacological treatment and tailored psychotherapy (CBT, DBT, or ACT), are essential. Additionally, improving sleep hygiene, engaging family support, and ensuring long-term, integrated follow-up will be key components in his recovery and prevention of future self-harm.



This integrated approach aims to not only stabilize his immediate crisis but also build resilience and effective coping strategies for the long term.

*
43.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
44.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
45.
Supplementary Table 1. Applicability of the responses
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Field 6


Case #10: Investigation of AI-2’s Capability in Prognosis and Rehabilitation in Emergency Medicine


We: You need to assume the role of an emergency medicine expert. Based on the case provided below, develop a personalized rehabilitation plan, including rehabilitation exercises, dietary recommendations, strategies for disease monitoring, and prevention of complications.


AI-2: Could you please provide more details about the case? For example, the patient’s diagnosis, age, medical history, current condition, and any specific complications or concerns would help me tailor a rehabilitation plan that includes exercises, dietary recommendations, monitoring strategies, and preventive measures.


We: Patient Information:


Gender: Female, Age: 52 years


Primary Symptoms: Sudden-onset left-sided facial drooping and difficulty closing the left eye for 3 hours.


History of Present Illness: Upon waking, the patient experienced sudden-onset left-sided facial drooping, difficulty closing the left eye, left-sided salivation, and inability to puff the cheeks or blow air. However, speech was clear, and swallowing was unaffected. She denied dizziness, headache, nausea, vomiting, right-sided limb weakness or numbness, or altered consciousness. Upon further questioning, she reported that she had slept with the window open the previous night, and symptoms appeared upon waking, prompting her to visit the emergency department independently. She denied fever, cough, or sputum production. Her appetite and sleep were normal, and bowel and urinary functions were intact. Upon admission, comprehensive tests and symptomatic treatment were performed.


Past Medical History: Denies history of hypertension, diabetes, coronary artery disease, or other chronic illnesses. Denies history of surgery or blood transfusion. Denies history of infectious diseases. Denies history of food or drug allergies. Denies history of occupational or endemic diseases.


Personal History: Denies history of smoking or alcohol consumption. Denies history of substance abuse. Denies exposure to chemical, radiation, or toxic substances.


Marital History: Married at age 26, with a healthy spouse and one daughter.


Menstrual History: Postmenopausal, previous cycles regular with normal flow.


Family History: Denies family history of hereditary diseases.


Physical Examination: T: 36.2℃, P: 73 bpm, R: 20 breaths/min, BP: 140/85 mmHg, SpO₂: 99%. Mental Status: Conscious, fluent speech. Neurological Examination: Pupils: Equal, round, D ≈ 3.0 mm, reactive to light. Facial Examination: Left forehead wrinkle absent. Incomplete left eye closure (positive Bell’s phenomenon). Left nasolabial fold flattening. Left-sided mouth deviation. Unable to puff cheeks, increased drooling while eating. Swallowing Reflex: Intact bilaterally. Tongue Protrusion: Midline. Cardiopulmonary Examination: Heart: Regular rhythm. Lungs: Coarse breath sounds, no rales. Abdominal Examination: Soft, non-tender, no rebound tenderness or muscle guarding. Lower Limb Examination: Muscle Strength: 5/5 in all four limbs. Muscle Tone: Normal. Deep Tendon Reflexes: Symmetric. Babinski Sign: Negative bilaterally. No lower limb edema.



Diagnostic Workup: Head MRI (plain + DWI): Scattered lacunar infarcts within the brain. No new lesions detected on DWI sequence.


AI-2: Below is a comprehensive rehabilitation plan designed for this 52‐year‐old female patient presenting with acute left-sided peripheral facial nerve weakness. Although her clinical presentation is most consistent with Bell’s palsy, her MRI findings of scattered lacunar infarcts also warrant attention to her overall cerebrovascular health. The plan below addresses facial muscle rehabilitation, eye care, dietary optimization, ongoing monitoring, and prevention of complications.


1. Rehabilitation Exercises and Physical Therapy


A. Facial Muscle Exercises


  • Facial Re-education:

    • Mirror Therapy: Practice in front of a mirror to improve symmetry and encourage proper muscle recruitment.

    • Specific Movements: Exercises such as gently raising the eyebrows, closing the eyes tightly (while using manual assistance if needed), smiling widely, puffing out the cheeks, and gently scrunching the face.


  • Neuromuscular Retraining:

    • Aim for 10–15 repetitions of each exercise, 3–4 times daily.

    • Gradually increase the range of motion and strength.

    • Consider working with a speech and language therapist or physiotherapist experienced in facial nerve rehabilitation.



B. Eye Care and Protection


  • Eyelid Exercises:

    • Practice controlled blinking and full eye closure exercises several times daily to promote improved function.


  • Ocular Protection:

    • Use lubricating eye drops during the day and ointment at night.

    • Consider an eye patch or moisture chamber at night if incomplete closure persists, to prevent exposure keratopathy.



2. Dietary Recommendations


A. Cardiovascular and Neurological Health


  • Low Sodium Diet:

    • Limit salt intake to help control blood pressure (current reading 140/85 mmHg) and reduce further vascular risk.


  • Heart-Healthy Foods:

    • Emphasize fruits, vegetables, whole grains, lean proteins (such as fish and poultry), and legumes.


  • Omega-3 Fatty Acids:

    • Incorporate sources such as fatty fish (salmon, mackerel), walnuts, or consider supplementation after discussing with her healthcare provider.


  • Antioxidant-Rich Foods:

    • Include berries, leafy greens, and nuts to potentially counteract inflammation.


  • Hydration:

    • Maintain adequate fluid intake throughout the day.



B. Nutritional Support for Nerve Recovery


  • B Vitamins and Minerals:

    • Ensure adequate intake of vitamins B6 and B12, which may support nerve health. A well-balanced multivitamin may be considered if dietary intake is insufficient.



3. Strategies for Disease Monitoring


A. Neurological Follow-Up


  • Regular Clinical Reviews:

    • Schedule periodic evaluations with a neurologist and/or rehabilitation specialist (initially every 4–6 weeks) to assess recovery progress using standardized scales (e.g., House-Brackmann scale).


  • Symptom Diary:

    • Encourage the patient to keep a daily log of her symptoms, exercise adherence, and any changes in facial movement or discomfort.


  • Repeat Imaging if Needed:

    • Consider follow-up imaging if there is clinical concern for progression or new neurological deficits, keeping in mind her history of lacunar infarcts.



B. Cardiovascular Monitoring


  • Blood Pressure and Risk Factors:

    • Monitor blood pressure regularly at home.

    • Periodic assessment of lipid profile and blood glucose, given the cerebrovascular findings, to proactively manage vascular risk factors.



4. Prevention of Complications


A. Ocular Complications


  • Preventing Exposure Keratopathy:

    • Consistent use of lubricants and protective eye coverings when sleep or during prolonged periods of incomplete eye closure.


  • Regular Ophthalmologic Review:

    • If symptoms persist beyond a few weeks, arrange for an eye examination to prevent long-term complications.



B. Muscular and Neurological Sequelae


  • Avoiding Synkinesis:

    • Properly guided facial exercises can reduce the risk of developing involuntary muscle movements (synkinesis) as the nerve recovers.


  • Muscle Stretching and Massage:

    • Gentle facial massage and stretching exercises can help reduce stiffness and prevent contractures.



C. Lifestyle and Risk Factor Management


  • Exercise and Weight Management:

    • Incorporate moderate physical activity (such as brisk walking or cycling) to improve overall vascular health.


  • Stress Reduction:

    • Consider stress management techniques (e.g., mindfulness, yoga) which can support overall recovery and reduce the potential impact of stress on neurological symptoms.



Summary


This personalized rehabilitation plan combines targeted facial muscle exercises, ocular protection strategies, a diet focused on vascular and nerve health, and systematic monitoring to support recovery and prevent complications. In parallel with facial nerve rehabilitation, attention to cardiovascular risk factors is essential due to the MRI findings of lacunar infarcts. The patient should remain in close communication with her healthcare team to adjust the plan based on her recovery trajectory and any evolving clinical findings.



This plan should be individualized further as the patient progresses, and adjustments made based on response to therapy and emerging clinical assessments.

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46.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
47.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
48.
Supplementary Table 1. Applicability of the responses 
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

Field 6


Case #11: Investigation of AI-2’s Capability in Prognosis and Rehabilitation in Emergency Medicine


We: You need to assume the role of an emergency medicine expert. Based on the case provided below, predict the patient’s prognosis. This includes assessing the severity of the fracture, estimating healing time, identifying potential complications, and evaluating the impact of the patient’s overall health on rehabilitation.


AI-2: I’d be happy to help, but I don’t see the specific case details. Could you please provide additional information about the patient’s fracture (e.g., location, type, severity), the patient’s age and overall health, and any other relevant clinical findings? This information will allow me to give a more accurate prognosis.


We: Patient Information:


Gender: Female, Age: 13 years



Primary Symptoms: Left wrist pain for 3 hours.


History of Present Illness: Three hours prior to presentation, the patient fell while descending stairs, landing on her left hand, resulting in pain, swelling, and restricted mobility of the left wrist. Bearing weight or exerting force on the wrist was not possible. There was no open wound, numbness, or sensory abnormalities in the fingers. Accompanied by a school teacher, emergency medical evaluation and symptomatic treatment were conducted in the emergency department.

Past Medical History: Denies history of hypertension, diabetes, coronary artery disease. Denies history of surgery or blood transfusion. Denies history of infectious diseases. Denies history of food or drug allergies. Denies history of occupational or endemic diseases.

Personal History: Denies history of smoking or alcohol consumption. Denies history of substance abuse. Denies exposure to chemical, radiation, or toxic substances.

Family History: Denies family history of hereditary diseases.

Physical Examination: T: 36.4℃, P: 93 bpm, R: 18 breaths/min, BP: 100/65 mmHg, SpO₂: 99%. General Condition: Acute distress, Conscious, fluent speech. Neurological Examination: Pupils: Equal and round bilaterally (D ≈ 3.0 mm), reactive to light. Cardiopulmonary Examination: Heart: Regular rhythm. Lungs: Coarse breath sounds, no rales. Abdominal Examination: Soft, non-tender, no rebound tenderness or muscle guarding. Musculoskeletal Examination: Normal movement in all four limbs. Muscle strength: 5/5 in all extremities. Muscle tone: Normal. Left wrist: Significant swelling. Positive localized tenderness. Palpable bony prominence at the distal radius. Restricted wrist joint movement. Capillary refill time (CRT) <2s. Radial artery pulse palpable. Intact finger flexion-extension function. No significant sensory abnormalities. Auxiliary Examinations: ECG: Sinus rhythm, no significant abnormalities. Left Wrist X-ray (AP and lateral views): Distal radius fracture. Clear fracture line with mild displacement. No involvement of the joint surface. Diagnosis: Distal Radius Fracture (Minimally Displaced, Extra-Articular).


AI-2:Prognosis Overview


Fracture Severity:

The patient has a minimally displaced, extra-articular distal radius fracture. This type of fracture, especially in pediatric patients, is generally considered mild. The fact that the joint surface is not involved further supports a favorable outcome.


Healing Time:


  • Initial Healing: Pediatric bone typically heals faster than in adults. For a distal radius fracture like this, you can expect early callus formation within 4–6 weeks.

  • Complete Remodeling: Full remodeling and return to pre-injury strength may take up to 8–12 weeks, though functional recovery often occurs earlier with proper rehabilitation.


Potential Complications:


  • Malunion or Growth Disturbance: Although the fracture is minimally displaced, careful follow-up is necessary to ensure proper alignment. In adolescents, there is a small risk of malunion or growth plate disturbance, but this is less common with extra-articular fractures.

  • Joint Stiffness: Immobilization can lead to temporary stiffness or decreased range of motion. Early mobilization post-immobilization and guided physical therapy can help mitigate this risk.

  • Neurovascular Compromise: This is unlikely given the normal neurovascular exam (intact pulses, normal capillary refill, and preserved sensory/motor functions).


Impact of Overall Health on Rehabilitation:


  • Age and Bone Remodeling: At 13 years old, the patient has a robust healing capacity due to active bone growth and remodeling.

  • Absence of Comorbidities: With no history of systemic diseases or previous musculoskeletal issues, the patient is well-positioned for rapid recovery.

  • General Health: Normal vital signs and overall stable health further enhance the prognosis.


Summary



Given the minimally displaced, extra-articular nature of the distal radius fracture and the patient’s excellent overall health, the prognosis is very favorable. With appropriate management—typically involving immobilization followed by physical therapy—the patient is expected to achieve full functional recovery within 2–3 months, with the majority of healing occurring within the first 6 weeks. Regular follow-up is recommended to ensure proper alignment and to monitor for any potential complications.


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49.
Supplementary Table 1. Quality of the responses 
Excellent (Total Agreement)
The answer not only fully responds to the medical query but also provides additional relevant medical information or insights. It demonstrates a high level of medical understanding and accuracy and is well-structured.

Good (Agreement)
The answer accurately responds to the medical query and provides relevant medical information. While it meets the requirements, it may not provide additional medical insights.

Sufficient (Neutrality)
The answer provides a basic response to the medical query, without much medical detail or depth. It is medically accurate but lacks comprehensiveness.

Insufficient (Disagreement)
The answer fails to adequately address the medical query. It may lack medical accuracy, be too vague, or omit important medical details.

*
50.
Supplementary Table 2. Relevance of the responses 
Excellent (Total Agreement)
The answer addresses the medical query directly, with high relevance to all aspects of the medical question. It may also provide additional information that is highly pertinent to the medical context.

Good (Agreement)
The answer is relevant to the medical query but may not fully address all medical aspects. It is largely pertinent but may lack depth in some areas.

Sufficient (Neutrality)
The answer has some relevance to the medical query but may not cover all medical aspects, or it may contain some extraneous information. It generally responds to the medical query but could be more focused.

Insufficient (Disagreement)
The answer lacks relevance to the medical query. It may be off-topic, medically inaccurate, or provide information that does not pertain to the medical question.

*
51.
Supplementary Table 1. Applicability of the responses
Fully applicable
Fully applicable: The answer can be directly applied to the medical context or situation described in the query, without any modifications or additions needed.

Partially applicable
The answer can be applied to the medical context or situation described in the query, but may require modifications or may not address all relevant aspects of the situation.

Not applicable
The answer does not fit the medical context or situation described in the query. It cannot be applied without significant changes or is entirely medically irrelevant.

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