AI-1 Assessment

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

2.Assessment and Diagnosis: How does AI-1 support emergency physicians in early assessment and rapid diagnosis? (Cases 2 and 3)

3.Treatment Decision-Making: How does AI-1 assist emergency physicians in making appropriate clinical decisions during treatment? (Cases 4 and 5)

4.Post-Treatment Management and Follow-Up: How does AI-1 assist emergency physicians in optimizing post-treatment management and follow-up for patients? (Cases 6 and 7)

5.Psychosocial Support: How does AI-1 assist emergency physicians and nurses in providing effective psychosocial support to patients? (Cases 8 and 9)

Prognosis and Rehabilitation: How does AI-1 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-1'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-1: Sure! Please provide the specific cases or patient scenarios you’d like me to assess based on the Chinese Expert Consensus on Emergency Triage. I will classify the severity, determine urgency, assign priority levels, and allocate patients to the appropriate triage zone accordingly.
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-1: Emergency Triage Assessment Based on the Chinese Expert Consensus on Emergency Triage

1. Severity Classification:

• Life-threatening condition: Yes

• High risk of deterioration: Yes

• Unstable vital signs: Yes (Hypotension, Tachycardia)

This patient exhibits acute ST-elevation myocardial infarction (STEMI) with cardiogenic shock, which is a critical condition requiring immediate intervention.

2. Urgency Level & Treatment Priority:

• Urgency Level: Level I (Critical, Immediate Resuscitation Required)

• Treatment Priority: Highest priority

This patient presents with acute coronary syndrome (ACS) suggestive of an inferior-wall STEMI, complicated by cardiogenic shock (BP 80/50 mmHg, tachycardia, diaphoresis, cold extremities), requiring immediate emergency care.

3. Triage Zone Allocation:

• Red Zone (Resuscitation Area, Highest Priority)

• Reason:

    o The patient is in cardiogenic shock, indicated by hypotension, tachycardia, and cold extremities.

    o ECG findings confirm STEMI, requiring immediate reperfusion therapy (PCI or thrombolysis).

    o High-risk features (persistent chest pain despite nitroglycerin, hypotension, history of hypertension, family history of myocardial infarction).

4. Immediate Emergency Management:

• Oxygen therapy: High-flow oxygen if needed to maintain SpO₂ > 94%

• Continuous ECG monitoring

• IV access & fluid resuscitation (careful titration due to risk of pulmonary congestion)

• Immediate Cardiologist Consultation for emergency PCI

• Loading dose of dual antiplatelet therapy (Aspirin + P2Y12 inhibitor)

• Anticoagulation therapy (e.g., Heparin)

• Assess for contraindications to fibrinolysis if PCI is unavailable

• Prepare for vasopressor support (e.g., norepinephrine) if hypotension worsens

Conclusion:

This 58-year-old male with STEMI and cardiogenic shock requires immediate resuscitation and urgent reperfusion therapy. He should be triaged to the Red Zone (Resuscitation Area) for emergency PCI or fibrinolytic therapy if PCI is unavailable.
*
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.

*
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.

*
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-1: Emergency Triage Assessment Based on the Chinese Expert Consensus on Emergency Triage

Severity Classification: Severe

• The patient presents with acute severe dyspnea, tachypnea (R: 34 bpm), tachycardia (P: 123 bpm), hypoxemia (SpO₂: 85%), and cyanosis.

• Intercostal retractions, anxious and agitated state, and fragmented speech are signs of impending respiratory failure.

• Known history of bronchial asthma with exposure to a known trigger (dust), suggesting acute severe asthma exacerbation.

Urgency Level: Level I (Life-Threatening, Immediate Intervention Required)

• Hypoxemia (SpO₂: 85%) indicates respiratory compromise.

• Risk of impending respiratory arrest due to airway obstruction and worsening bronchospasm.

• Agitation and inability to speak in full sentences suggest severe distress and work of breathing.

Treatment Priority: Immediate (Red Zone)

• The patient requires urgent medical intervention.

• Rapid oxygen therapy (high-flow oxygen or non-invasive ventilation if needed).

• Immediate administration of bronchodilators (e.g., nebulized salbutamol and ipratropium bromide).

• Systemic corticosteroids (e.g., IV methylprednisolone) should be administered early.

• Consider epinephrine IM if there is suspicion of anaphylaxis (due to allergy history).

• Continuous monitoring for signs of worsening respiratory distress or failure.

• Prepare for possible endotracheal intubation if the patient deteriorates.

Triage Zone: Resuscitation Area (Red Zone)

• The patient should be taken immediately to the Resuscitation Zone.

• Continuous cardiac and respiratory monitoring.

• Urgent assessment by a senior emergency physician and respiratory therapy team.

• Emergency arterial blood gas (ABG) and bedside pulmonary function assessment if feasible.

• ICU consultation may be required for close monitoring or if invasive ventilation is necessary.

Conclusion

This patient is experiencing acute severe asthma exacerbation with hypoxemia and respiratory distress. Immediate intervention is needed in the Red Zone (Resuscitation Area) to prevent further deterioration or respiratory failure.
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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.

*
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.

*
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-1: Emergency Triage Assessment Based on Chinese Expert Consensus on Emergency Triage

1. Severity Classification:

• Likely Diagnosis: Suspected ureteral colic secondary to urolithiasis (possibly related to hyperuricemia from gout history).

• Risk Factors: History of gout, inadequate fluid intake, voluntary urinary retention.

• Pain Level: Moderate (NRS 5), paroxysmal, with radiation.

• Associated Symptoms: Nausea, vomiting, but no signs of hemodynamic instability or severe infection.

Severity Level: Moderate (Level III - Urgent but not immediately life-threatening)

2. Urgency Level and Treatment Priority:

• Urgency: Moderate priority (Level III - yellow zone, needs prompt attention but not immediately critical).

• Reasons:

    o Pain is moderate but increasing.

    o No signs of hemodynamic instability (BP, HR, RR within normal range).

    o No fever, peritonitis, or sepsis indicators.

    o Vomiting is mild and does not cause dehydration or electrolyte imbalance.

Priority: Needs evaluation and symptomatic relief within 30-60 minutes.

3. Triage Zone Allocation:

• Recommended Zone: Yellow Zone (Level III - Sub-acute, needs prompt evaluation and pain management).

• Rationale:

    o The patient requires pain control, urinalysis, renal ultrasound or CT KUB (Kidneys, Ureters, Bladder) to confirm the presence of stones.

    o Needs intravenous fluids and analgesia (NSAIDs or opioid if severe).

    o Monitor for worsening obstruction, infection, or deterioration in kidney function.

Management Recommendations:

1. Immediate Investigations:

     o Urinalysis (Check for microscopic hematuria, infection).

     o Serum creatinine, BUN, electrolytes (Assess renal function).

     o Serum uric acid levels (Gout-related stone risk).

     o Point-of-care ultrasound or CT KUB (Confirm stone presence, size, and location).

2. Initial Treatment:

     o Pain control: NSAIDs (e.g., ketorolac) as first-line; opioids if severe.

     o IV fluids: To promote diuresis if no contraindications.

     o Antiemetics: If vomiting persists.

3. Monitoring:

     o Observe for obstructive uropathy signs (anuria, worsening pain, infection risk).

     o If signs of infection (fever, worsening pain, pyuria) or acute kidney injury emerge, upgrade triage level to Level II (Orange Zone - High Urgency).

Conclusion:

• Triage Level: III (Moderate, Yellow Zone - Requires prompt evaluation and treatment).

• Diagnosis Consideration: Suspected ureteral colic due to urolithiasis.

• Key Next Steps: Pain relief, imaging, urine analysis, and renal function tests.

• Disposition: Observation in the Yellow Zone, potential outpatient follow-up if pain resolves and there are no complications.
*
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-1: Emergency Triage Assessment Based on the Chinese Expert Consensus on Emergency Triage

1. Severity Classification

This 22-year-old female presents with sudden high fever, productive cough with rust-colored sputum, chest pain, and tachypnea. Physical exam and CT imaging indicate left lower lobe pneumonia with consolidation, suggesting community-acquired pneumonia (CAP), possibly lobar pneumonia, with systemic inflammatory response.

• Severity Level: Moderate to Severe

• Potential Life Threats: If untreated, progression to severe pneumonia, sepsis, or respiratory failure is possible.

2. Urgency Level & Priority of Treatment

• Urgency Level: Level II (High Acuity, Urgent)

• Rationale:

    o Vital Signs Abnormalities:

         Fever (39.5°C) → Suggests systemic infection

         Tachycardia (119 bpm) & Tachypnea (24 bpm) → Systemic inflammatory response

    o Pulmonary Involvement:

         Increased tactile fremitus, moist rales, and consolidation on CT suggest pneumonia with significant lung involvement.

    o Risk of Deterioration:

         Potential for sepsis, hypoxia, or respiratory compromise if left untreated.

• Treatment Priority: Second-Level Emergency Priority (Urgent)

    o Requires early intervention, including oxygen therapy if needed, fluid resuscitation, and empirical antibiotic therapy.

     o Reassessment every 30-60 minutes to monitor for clinical deterioration.

3. Triage Zone Allocation

• **Recommended Zone: ** Yellow Zone (Emergency & Observation Area)

     o The patient does not yet exhibit signs of respiratory failure (SpO₂ 96%) but requires urgent antibiotic therapy, monitoring for sepsis, and respiratory deterioration.

     o Further Assessment & Management:

          Empirical IV antibiotics: Coverage for Streptococcus pneumoniae, Mycoplasma pneumoniae, and other CAP pathogens.

          Blood culture, sputum culture, and inflammatory markers (CRP, PCT) to assess severity.

          Oxygen supplementation if needed.

          IV fluids if signs of dehydration or systemic involvement appear.

          Frequent monitoring of vitals.

Conclusion

This case is classified as Level II (Urgent, High-Acuity) pneumonia, requiring immediate medical intervention in the Yellow Zone (Emergency & Observation Area) to prevent progression to severe pneumonia or sepsis. Close monitoring is essential for potential deterioration.
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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.

*
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.

*
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-1: Emergency Triage Assessment Based on the Chinese Expert Consensus on Emergency Triage

1. Severity Classification

• Condition: Critical (Level 1)

• Possible Diagnosis: Acute Aortic Dissection (AAD) (Stanford Type A or B)

2. Urgency Level & Priority of Treatment

• High Urgency (Level 1, Immediate Treatment Required)

• Immediate medical attention required due to the high suspicion of acute aortic dissection (AAD), given the patient's:

     o Sudden, severe, tearing chest pain

     o History of uncontrolled hypertension

     o Significant blood pressure discrepancy between arms

     o Tachycardia and diaphoresis

This is a life-threatening emergency that requires rapid diagnosis and intervention.

3. Triage Zone Assignment

• Red Zone (Resuscitation Area)

     o Immediate interventions needed:

       Continuous hemodynamic monitoring

       Large-bore IV access and fluid resuscitation (if indicated)

       Strict blood pressure control (target SBP 100-120 mmHg) using IV antihypertensives (e.g., labetalol, esmolol)

       Immediate imaging (CT aortography or bedside echocardiography)

       Emergency consultation with cardiovascular surgery/cardiology

       Prepare for potential surgical intervention if Stanford Type A

Rationale for Classification

This patient exhibits high-risk features of acute aortic dissection, a time-sensitive and high-mortality condition. The significant blood pressure difference between arms and a history of poorly controlled hypertension further support this suspicion. Given the potential for rapid deterioration, rupture, or multi-organ ischemia, immediate triage to the resuscitation area (Red Zone) is warranted.

Disposition Plan

• Urgent CT aortography to confirm aortic dissection

• Transfer to cardiovascular surgery for emergency repair (if Type A)

• ICU admission if medically managed (if Type B with no complications)

This patient should not be left unattended and requires urgent medical intervention within minutes.
*
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-1: Triage Assessment Based on the Chinese Expert Consensus on Emergency Triage

1. Condition Severity Classification

• The patient's chief complaint of epigastric pain with an acute worsening following alcohol intake suggests a potential upper gastrointestinal pathology (e.g., peptic ulcer disease, gastritis, or even perforation).

• No signs of severe instability (e.g., hemodynamic compromise, peritonitis, or gastrointestinal bleeding).

• The pain pattern and history are concerning for peptic ulcer disease with possible acute exacerbation or early signs of complications such as perforation or penetration.

• Moderate severity due to persistent pain (NRS 5) and tachycardia (P: 100 bpm), suggesting possible systemic response.

2. Urgency Level & Treatment Priority

• Urgency Level: Level III (Yellow Zone – Urgent)

      o While the patient is currently stable, the risk of progression (e.g., perforation, bleeding) warrants urgent evaluation.

      o Tachycardia and persistent burning pain following alcohol consumption may indicate acute mucosal injury or ulceration, requiring timely intervention.

      o No immediate life-threatening signs, but risk of complications (e.g., perforation, hemorrhage, or pancreatitis) requires close monitoring.

3. Initial Management & Diagnostic Approach

• Immediate Actions:

     o Establish intravenous access (IV) and monitor vital signs closely.

     o Nil per os (NPO) status to prevent further irritation.

     o Blood tests: Complete blood count (CBC), liver function tests (LFTs), amylase/lipase (to rule out pancreatitis), serum gastrin (if indicated), Helicobacter pylori testing.

     o ECG: Given tachycardia, consider cardiac causes (e.g., atypical angina).

     o Point-of-care ultrasound (POCUS) and bedside abdominal X-ray to check for free air (perforation) or signs of severe pathology.

     o IV proton pump inhibitor (PPI) therapy (e.g., pantoprazole) to reduce gastric acid secretion.

• Definitive Evaluation:

     o Esophagogastroduodenoscopy (EGD) is indicated to confirm ulceration, rule out active bleeding, and assess for malignancy or other complications.

4. Triage Zone Allocation

• Yellow Zone (Urgent Care Area)

      o Requires rapid assessment and treatment but is not immediately life-threatening.

      o Close monitoring is necessary due to the risk of progression to complications.

5. Possible Differential Diagnoses

• Peptic ulcer disease (PUD) with acute exacerbation

• Acute erosive gastritis (alcohol-induced)

• Gastroesophageal reflux disease (GERD) with esophagitis

• Perforated peptic ulcer (early stage, if perforation progresses, condition may worsen rapidly)

• Acute pancreatitis (less likely given absence of nausea/vomiting but should be ruled out)

• Atypical cardiac pain (rule out if high-risk factors present)

6. Disposition

• If EGD confirms PUD without bleeding or perforation, patient can be treated with PPI therapy and discharged with gastroenterology follow-up.

• If signs of perforation, hemorrhage, or severe ulceration are present, hospital admission is warranted for intensive medical or surgical management.

Summary of Triage Decision

• Urgency Level: Level III (Yellow) – Urgent

• Treatment Priority: Moderate priority (requires urgent but not immediate intervention)

• Triage Zone: Yellow Zone (Urgent Care Area)

• Next Steps: IV access, NPO, pain control, blood tests, imaging, EGD
*
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 for 1 day, accompanied by anxiety and restlessness.

History of Present Illness: The patient developed dull pain in the periumbilical and left lower abdominal regions 3 days ago without any obvious precipitating factors. Initially, the pain was mild and tolerable, but over the past day, it has significantly worsened, becoming a persistent dull ache, with no radiation. The pain is particularly severe at night, affecting sleep, with a Numeric Rating Scale (NRS) score of 6. There is no associated nausea, vomiting, diarrhea, constipation, abdominal distension, or palpable abdominal masses. No history of consuming cold or contaminated food.

Additionally, the patient's family reports increased anxiety over the past two days, with occasional tension, repeated inquiries about his condition, and difficulty sleeping. However, his thought process remains coherent, and he is able to engage in normal conversation without signs of disorganized speech or cognitive impairment. The patient describes a continuous feeling of tension and stress, palpitations, and occasional mild sweating, but denies hallucinations, delusions, or impulsive behavior. He also denies any history of recent strenuous exercise or trauma.


Past Medical History: Denies a history of diabetes, coronary artery disease, hypertension, or other chronic illnesses. Denies a history of peptic ulcer disease or gastrointestinal surgery. Denies any 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, fluent in speech, and coherent in thought processes. Notable anxiety with occasional hand tremors, but no incoherent speech, delusions, or hallucinations. Vital Signs: T: 36.8°C, P: 101 bpm, R: 18 bpm, BP: 128/80 mmHg, SpO₂: 98%. Abdomen: Flat, without visible distension. Moderate tenderness in the periumbilical and left lower abdominal regions without rebound tenderness or muscle guarding. Normal bowel sounds, without hyperactive or diminished sounds, and no audible air-fluid sounds. Neurological Examination: Pupils: Equal in size and round, reactive to light. Motor function: Normal muscle strength and tone in all extremities. Reflexes: Symmetric tendon reflexes. No focal neurological deficits. Skin and Mucous Membranes: No pallor, jaundice, purpura, or petechiae. Psychiatric/Behavioral Examination: Evident anxiety but no self-harm or aggressive behavior. No signs of delirium or altered consciousness. No other significant abnormalities detected.



AI-1:
EEmergency Triage Assessment Based on the Chinese Expert Consensus on Emergency Triage

1. Condition Classification and Urgency Level

  • Primary Symptoms: Abdominal pain worsening over 1 day, anxiety, restlessness.
  • Severity Assessment:
    • Abdominal Pain: Persistent, worsening dull pain (NRS 6) without peritoneal signs, gastrointestinal bleeding, or systemic instability.
    • Anxiety Symptoms: Increased tension, palpitations, mild sweating, restlessness, but no psychotic features.
    • Vital Signs:
      • Pulse: 101 bpm (mild tachycardia but no hemodynamic instability)
      • BP: 128/80 mmHg (normal)
      • Respiration: 18 bpm (normal)
      • Temperature: 36.8°C (afebrile)
      • SpO₂: 98% (normal)
  • Triage Urgency Level: Level 3 (Yellow Zone) – Urgent but Not Immediately Life-Threatening
    • The patient has moderate, worsening abdominal pain but no signs of peritonitis, severe hemodynamic instability, or acute organ dysfunction.
    • Anxiety-related symptoms are present but do not suggest an acute psychiatric emergency.
    • Tachycardia (101 bpm) may be due to pain and anxiety, requiring further evaluation.

2. Treatment Priority and Initial Management

  • Immediate Priorities:
    • Establish IV access in case of worsening symptoms.
    • Baseline investigations to rule out acute abdominal pathology and metabolic causes of anxiety.
    • Pain control as needed.
  • Key Examinations:
    • Abdominal Imaging: Ultrasound and/or CT scan of the abdomen to rule out appendicitis, diverticulitis, ischemic colitis, or other intra-abdominal pathology.
    • Laboratory Tests: CBC, CRP, electrolytes, renal function, liver enzymes, amylase/lipase (to evaluate pancreatitis), lactate (to rule out ischemic causes).
    • ECG: Given the tachycardia and anxiety symptoms, a cardiac assessment should be done to rule out ischemic or arrhythmic causes.
    • Psychiatric Screening: Evaluate for underlying anxiety disorder or somatization.

3. Triage Zone Allocation

  • Recommended Zone: Yellow Zone (Urgent Care Area)
    • The patient requires timely assessment and management but does not show signs of immediate life-threatening instability.
    • If the patient develops worsening pain, hemodynamic instability, or signs of acute abdomen, transfer to Red Zone (Emergency Resuscitation Area).

4. Further Considerations

  • If abdominal imaging and labs do not indicate an acute surgical condition, referral to psychiatry or internal medicine may be necessary for anxiety-related symptoms.
  • If pain worsens or systemic signs develop, rapid escalation to emergency surgery consultation should be considered.

Conclusion:

Level 3 (Yellow Zone) – Urgent but not immediately life-threatening. Requires further workup to rule out organic causes of abdominal pain while managing associated anxiety symptoms. Close monitoring for deterioration is essential.
*
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-1'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-1: Sure! Please provide the symptom descriptions, and I'll perform a rapid emergency medicine assessment, considering differential diagnoses, potential severity, and necessary immediate interventions.



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-1: Rapid Emergency Medicine Assessment

Primary Impression:


The patient's symptoms strongly suggest an acute stroke, most likely a large vessel occlusion (LVO) or hemorrhagic stroke involving the left cerebral hemisphere. Given the sudden severe headache, vomiting, right-sided hemiplegia, and progressive decline in consciousness with leftward gaze deviation, an intracerebral hemorrhage (ICH) affecting the left basal ganglia or thalamus is highly probable. The severely elevated blood pressure (230/140 mmHg) supports this suspicion.



Critical Differentials to Consider:

1. Intracerebral Hemorrhage (ICH)

     o Hypertension is the most common risk factor.

     o Typical presentation includes sudden headache, vomiting, hemiplegia, and altered consciousness.

     o Basal ganglia hemorrhage commonly presents with contralateral hemiplegia, gaze deviation toward the side of the lesion.

2. Ischemic Stroke with Large Vessel Occlusion (LVO)

     o Less likely due to the severe headache and vomiting (which are uncommon in ischemic strokes).

     o Could involve the left middle cerebral artery (MCA), causing right-sided weakness, aphasia, and leftward gaze preference.

     o Need immediate imaging to differentiate from hemorrhagic stroke.

3. Hypertensive Encephalopathy

     o Can cause altered mental status, but usually presents with global neurological dysfunction rather than focal deficits.

4. Subarachnoid Hemorrhage (SAH)

     o Classically presents with sudden "thunderclap" headache, vomiting, and altered consciousness.

     o Less likely given the focal deficits (right hemiplegia).

Immediate Emergency Management:

1. Airway & Breathing

• Assess for aspiration risk due to decreased consciousness.

• Prepare for intubation if Glasgow Coma Scale (GCS) is ≤ 8 or if airway protection is compromised.

2. Circulation & Blood Pressure Control

• Goal: Lower BP carefully to reduce risk of hematoma expansion (if hemorrhagic stroke).

• IV Labetalol or Nicardipine infusion to target BP < 180/110 mmHg.

3. Urgent Neurological Imaging

• Non-contrast CT brain (STAT) to distinguish ischemic vs. hemorrhagic stroke.

• CTA or CT Perfusion (CTP) if ischemic stroke is suspected, to assess for large vessel occlusion (LVO).

4. Stroke-Specific Interventions

• If ICH Confirmed:

     o Consult Neurosurgery & Neurology.

     o Consider mannitol or hypertonic saline if evidence of raised ICP.

     o Avoid anticoagulants/antiplatelets.

• If Ischemic Stroke with LVO Confirmed:

     o IV tPA (if within 4.5 hours) – Contraindicated if hemorrhage is present.

     o Mechanical thrombectomy (if within 6-24 hours and meets criteria).

5. Supportive Measures

• Seizure Prophylaxis if necessary.

• Monitor for progression to herniation (worsening GCS, fixed pupils, Cushing’s triad).

• ICU Admission for close neurological monitoring.



Disposition

• If ICH: Admit to Neuro ICU for BP management, ICP monitoring, and possible neurosurgical intervention.

• If LVO Ischemic Stroke: Immediate endovascular thrombectomy if eligible.



Key Learning Points

• Hypertensive crisis & ICH are strongly suspected given the BP of 230/140 mmHg and neurological deficits.

• Early CT is critical to differentiate between ischemic vs. hemorrhagic stroke.

• Stroke protocol activation is needed for emergent intervention.

• Time-sensitive management is crucial to improve outcomes.

Next Steps:

1. Order STAT CT Brain (± CTA, CTP)

2. Initiate BP control

3. Prepare for possible intubation

4. Activate stroke team & neurosurgery consult

5. Admit to ICU for close monitoring

This is a neurological emergency, and time is brain! 🚨

*
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-1’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-1: Please provide the patient's medical history, including symptoms, past medical conditions, medications, recent events, and any other relevant details. I'll analyze the information and highlight key diagnostic considerations.



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-1: Emergency Medicine Expert Analysis

Key Diagnostic Findings:

1. Aortic Dissection

    o Sudden onset of severe, tearing retrosternal chest pain radiating to the abdomen.

    o Hypertension history (poorly controlled for 20+ years) is a significant risk factor.

    o Discrepant blood pressures (210/100 mmHg in left arm vs. 180/85 mmHg in right arm) suggest possible vascular compromise.

    o D-dimer elevation (551 μg/L) supports the likelihood of an acute aortic event.

    o Confirmed by contrast-enhanced chest CT: Aortic dissection.

2. Hemodynamic Instability (Suggestive of Aortic Rupture or Cardiac Tamponade)

    o Initial hypertension transitioned to profound hypotension (BP dropped to 90/60 mmHg (left arm) and 80/45 mmHg (right arm)).

   o Tachycardia worsening (HR from 103 bpm to 123 bpm).

   o Respiratory distress with worsening tachypnea (R: 20 → 27 breaths per min) and hypoxia (SpO₂ 90%).

    o Altered mental status (drowsy, slow response) suggests shock.

3. Pericardial Effusion Leading to Cardiac Tamponade

   o Echocardiography: Large pericardial effusion.

   o Muffled heart sounds suggest cardiac tamponade (Beck’s Triad: hypotension, muffled heart sounds, jugular venous distension—though JVD was not noted in the exam).

   o Acute decompensation in the second examination with worsening cardiovascular collapse.

4. Pulmonary Edema (Likely Secondary to Cardiogenic Shock)

    o New onset of extensive rales in both lungs, likely due to worsening heart failure or fluid    overload.

    o Worsening dyspnea and hypoxia (SpO₂ drop to 90%).

Most Likely Diagnosis:

Acute Type A Aortic Dissection with Cardiac Tamponade Leading to Cardiogenic Shock and Pulmonary Edema.

Immediate Emergency Management:

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

    o Oxygen supplementation to maintain SpO₂ > 94%.

    o Consider intubation if respiratory distress worsens.

    o Initiate fluid resuscitation cautiously (avoiding overload due to tamponade).

2. Immediate Surgical Consultation for Emergency Aortic Repair

    o Definitive treatment = emergency surgery (open repair or endovascular intervention).

    o Time-sensitive intervention needed due to impending cardiovascular collapse.

3. Pericardiocentesis (if signs of tamponade worsen while awaiting surgery)

    o Indicated if cardiac output is severely compromised.

4. Blood Pressure & Heart Rate Control (Pre-Surgery):

    o IV Esmolol/Labetalol (β-blockers first-line) to control BP & HR (target HR < 60 bpm, BP < 120/80 mmHg).

    o Avoid aggressive fluid resuscitation or vasodilators (risk of worsening tamponade).

Prognosis:

• High mortality risk without surgery.

• Early surgical intervention is critical to survival.

• Delays increase risk of rupture, cardiac arrest, and multiorgan failure.

Key Takeaway:

This is a medical emergency requiring urgent aortic dissection repair, with cardiac tamponade as the primary cause of hemodynamic deterioration.
*
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-1’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-1: Sure, I'd be happy to help with that. Could you please provide the clinical details of the patient case?



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-1: Emergency Medicine Assessment and Treatment Plan

Primary Diagnosis:

Acute ST-Elevation Myocardial Infarction (STEMI) - Anterior Wall

• ST-segment elevation (2–4 mm) in leads V1–V6 with reciprocal ST depression in leads II, III, aVF.

• Elevated high-sensitivity Troponin I (hs-TnI: 0.7098 μg/L).

• Regional wall motion abnormalities on echocardiography.

• Symptoms suggestive of an evolving myocardial infarction (prolonged chest pain, dyspnea).

Secondary Considerations:

• Heart Failure with Reduced Ejection Fraction (HFrEF) (EF ~45%, BNP-Pro: 306.3 pg/mL).

• Hypertension (long-standing, suboptimally controlled).

• Diabetes Mellitus (poor glycemic control, increasing cardiovascular risk).

• Dyslipidemia (LDL-C: 3.86 mmol/L, HDL-C: 0.8 mmol/L, total cholesterol: 7.29 mmol/L).

Immediate Emergency Management (First 30-60 Minutes)

1. Reperfusion Strategy (STEMI Protocol)

   o Primary Percutaneous Coronary Intervention (PCI) – Preferred Approach

      Call for an emergent cardiac catheterization. Goal: Door-to-balloon time < 90 minutes.

      Administer loading dose of dual antiplatelet therapy (DAPT):

      Aspirin 300 mg PO (chewable).

      P2Y12 inhibitor (one of the following, depending on availability and bleeding risk):

      Ticagrelor 180 mg PO (preferred).

      Clopidogrel 600 mg PO (if ticagrelor contraindicated).

   o If PCI is unavailable within 120 minutes:

      Consider fibrinolytic therapy (e.g., Tenecteplase, Alteplase) if no contraindications.

      Continue with rescue PCI if thrombolysis fails.

2. Adjunctive Pharmacologic Therapy

   o Anticoagulation (for PCI or thrombolysis)

      Unfractionated heparin (UFH): Bolus 60 U/kg IV (max 4000 U), then 12 U/kg/hr IV.

      Alternatively, enoxaparin (LMWH): 1 mg/kg SC q12h.

   o Beta-blockers (if no contraindications, e.g., cardiogenic shock)

      Metoprolol tartrate 25 mg PO (if HR > 60 bpm, BP > 100 mmHg, no heart failure signs).

    o Nitrates

       Sublingual nitroglycerin (0.3–0.6 mg SL) every 5 minutes as needed for pain relief (avoid if SBP < 90 mmHg).

       Consider IV nitroglycerin if chest pain persists and BP allows.

o Statin Therapy (Lipid Stabilization)

       Atorvastatin 80 mg PO (high-intensity statin to stabilize plaques).

o ACE Inhibitor/ARB

       Consider lisinopril 2.5–5 mg PO daily after stabilization to reduce heart failure risk.

3. Oxygen Therapy

o Initiate supplemental oxygen if SpO₂ < 90% or in respiratory distress.

o Currently SpO₂: 93%, so oxygen therapy not immediately necessary unless dyspnea worsens.

4. Pain Management

o Morphine sulfate 2–4 mg IV PRN for severe chest pain (caution in hypotension or bradycardia).

Ongoing Management & Monitoring

1. ICU/CCU Admission for close cardiac monitoring.

2. Repeat ECG in 15–30 minutes to assess for progression.

3. Serial Troponin I levels to assess myocardial injury.

4. Continuous cardiac monitoring (risk of arrhythmias, cardiogenic shock).

5. Strict glucose control (target 140–180 mg/dL in the acute phase, avoiding hypoglycemia).

6. Manage heart failure symptoms (diuretics if pulmonary congestion worsens).

Long-Term Considerations & Secondary Prevention

• Optimize Hypertension Management: Consider adding an ACE inhibitor/ARB post-stabilization.

• Dyslipidemia Control: Lifestyle + high-intensity statin therapy.

• Diabetes Management: Adjust medications to improve glycemic control.

• Cardiac Rehabilitation & Lifestyle Modification: Smoking cessation (if applicable), dietary adjustments, weight control, and structured exercise program.

• Evaluation for Underlying CAD & Risk Stratification: Coronary angiography findings will guide long-term treatment, including possible coronary revascularization.

Key Takeaways

• Urgent PCI is the preferred reperfusion strategy (fibrinolysis if PCI delay >120 minutes).

• Antiplatelet, anticoagulation, and supportive therapy should be started promptly.

• Early intensive medical therapy (beta-blockers, ACEi, statins) is crucial for long-term cardiovascular health.

• Monitoring for complications (heart failure, arrhythmias, cardiogenic shock) is essential in the acute phase.
*
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-1’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-1: Please provide the patient's medical history, physical examination findings, and auxiliary test results so I can assess the situation, determine the severity, and formulate an 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-1: Rapid Emergency Assessment and Management Plan

1. Primary Diagnosis

• Left Ureteral Obstruction Due to Ureteral Stone (Ureterolithiasis)

    o Based on the acute onset of left flank pain, CVA tenderness, and renal ultrasound findings (left renal collecting system and ureteral dilation with an echogenic shadow at the ureterovesical junction), the most likely diagnosis is a distal left ureteral stone causing partial or complete obstruction.

2. Severity Assessment

• Stable hemodynamics: BP: 140/85 mmHg, HR: 93 bpm, SpO₂: 99%, RR: 19

• No signs of urosepsis: No fever, PCT is low, WBC mildly elevated.

• Mild leukocytosis and hematuria: Suggestive of inflammatory response due to ureteral irritation, but no evidence of systemic infection or severe kidney impairment.

• Moderate pain intensity with intermittent relief, no signs of peritonitis or renal failure.

Given this, the case is classified as an uncomplicated obstructive ureterolithiasis at present, but the risk of secondary infection or worsening hydronephrosis must be monitored.

3. Immediate Emergency Management

a. Pain Management (First Priority)

• IV NSAIDs (First-line): Ketorolac 30 mg IV (or Diclofenac 50 mg IM) to relieve pain and inflammation.

• Opioids (if severe pain persists): Morphine 2-4 mg IV or Pethidine 50 mg IM, if NSAIDs are insufficient.

b. Hydration and Fluid Therapy

• IV Fluids: 0.9% Normal Saline at 100-150 mL/hr to ensure adequate hydration and encourage stone passage.

c. Medical Expulsive Therapy (For Stone Passage)

• Alpha-blocker (First-line): Tamsulosin 0.4 mg PO once daily to promote ureteral relaxation and facilitate stone passage.

• Alternative: Nifedipine 10 mg PO if alpha-blockers are contraindicated.

d. Infection Control and Monitoring

• No immediate antibiotics needed as there is no fever or signs of infection.

• If fever (>38.5°C), tachycardia, worsening leukocytosis, or worsening hydronephrosis develop, start empirical antibiotics (e.g., Ceftriaxone 1g IV).

e. Further Diagnostic Workup

• Non-contrast CT Abdomen/Pelvis (Gold standard): To confirm stone size and location.

• Serum Creatinine & BUN: To assess renal function.

• Repeat Urinalysis and Culture (if signs of UTI develop).

4. Disposition Plan

• Outpatient management if the patient is stable, pain is controlled, and the stone is ≤6 mm.

• Admission Criteria:

    o Persistent intractable pain despite IV analgesia.

    o Signs of urosepsis (fever, tachycardia, hypotension).

    o Acute kidney injury (elevated creatinine, anuria).

    o Large stone (>10 mm) requiring intervention.

5. Urology Referral Criteria

• Immediate intervention (e.g., ureteral stent placement, percutaneous nephrostomy) is needed if:

    o Stone is >10 mm and unlikely to pass spontaneously.

    o Severe hydronephrosis with kidney function impairment.

    o Urosepsis or unresponsive pain despite optimal medical therapy.

Conclusion

The patient has a distal left ureteral stone with mild hydronephrosis, requiring pain control, hydration, and medical expulsive therapy. Close monitoring is essential to detect infection, worsening obstruction, or renal dysfunction, which may necessitate surgical intervention.

*
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.
翻译:答案对医疗查询提供了基本回应,但缺乏医学细节和深度。虽然医学上准确,但不够全面。
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-1’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-1: Sure! Please provide the case details, and I'll formulate a professional post-treatment management plan tailored to the patient's condition.



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-1: Post-Treatment Management Plan for Acute Appendicitis (Post-Laparoscopic Appendectomy)

1. Vital Sign Monitoring & General Observation

• Continue monitoring vital signs every 4 hours for the first 24 hours postoperatively, then every 8 hours if stable.

• Monitor for signs of postoperative complications, including infection, intra-abdominal abscess, or ileus.

• Assess for persistent or worsening pain, nausea, vomiting, and return of bowel function.

• Monitor blood pressure trends given the elevated postoperative BP (170/120 mmHg); rule out pain-related or stress-induced hypertension.

2. Pain Management

• First-line: Acetaminophen 1 g every 6 hours PRN.

• Second-line: If moderate pain persists (NRS > 4), consider Ketorolac 15 mg IV q6h PRN.

• Avoid opioids unless severe pain persists, given the risk of constipation and ileus.

3. Postoperative Antibiotic Therapy

• Given localized peritonitis, continue intravenous antibiotics for 24-48 hours, then reassess.

• Recommended regimen (if no allergies):

    o Ceftriaxone 1g IV q24h + Metronidazole 500 mg IV q8h

    o If penicillin allergy: Levofloxacin 500 mg IV q24h + Metronidazole 500 mg IV q8h

• Transition to oral antibiotics after 48 hours, if clinically stable, for a total 5–7 day course.

4. Fluid & Electrolyte Management

• Continue IV fluids (first 24 hours):

    o 0.9% Normal Saline at 100 mL/hr, adjusting per urine output and hydration status.

• Encourage early oral intake as tolerated (clear liquids → soft diet → regular diet).

5. Gastrointestinal Recovery & Bowel Care

• Monitor return of bowel sounds and gas passage to assess for ileus.

• If needed:

    o Simethicone 80 mg PO q6h PRN for bloating.

    o Lactulose 10 mL PO q12h PRN if no bowel movement within 48 hours.

6. Surgical Site & Drain Management

• Wound Care:

    o Inspect the laparoscopic incision sites daily for signs of infection (redness, swelling, drainage, dehiscence).

    o Change sterile dressings every 24 hours or as needed.

• Drain Management:

    o Keep the drain in place if output >50 mL/day.

    o Remove when output <50 mL/day for two consecutive days and the fluid is clear/light yellow.

7. Deep Vein Thrombosis (DVT) Prophylaxis

• Low-risk for DVT, but encourage early ambulation within 6–12 hours postoperatively.

• If mobility is reduced, consider low-dose enoxaparin 40 mg SC daily.

8. Psychological Support & Anxiety Management

• Address patient’s concerns about postoperative recovery and self-care.

• Provide structured patient education about wound care, activity restrictions, and warning signs for complications.

• If anxiety persists, short-term anxiolytic (e.g., Alprazolam 0.25 mg PO PRN) may be considered.

9. Discharge Criteria & Home Care Plan

Expected Discharge Timeline: Postoperative Day 2-3, if stable.

Before Discharge:

Afebrile for >24 hours

Tolerating oral diet without nausea/vomiting

Ambulating independently

No signs of surgical site infection or complications

Home Care Instructions:

• Diet: Light, high-fiber diet to prevent constipation.

• Activity: Avoid strenuous activities or heavy lifting for 2 weeks.

• Medication: Complete the antibiotic course, continue pain control as needed.

• Follow-up: Return in 7 days for wound check and stitch removal.

Red Flag Symptoms (Seek Immediate Medical Attention):

• Fever >38.5°C

• Severe abdominal pain or bloating

• Purulent or excessive wound discharge

• Prolonged vomiting or inability to tolerate oral intake

Final Notes

• Address hypertensive episode postoperatively; monitor for sustained elevation and assess for stress-related or pain-induced BP spikes.

• Given the lack of a designated caregiver, discuss home support options before discharge.

• Emphasize early mobilization and hydration to promote recovery.
*
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-1’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-1: Sure! Please provide the case details, and I'll develop a comprehensive follow-up plan based on the patient's condition and needs.



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-1: Follow-Up Plan for a 16-Year-Old Male with Diabetic Ketoacidosis (DKA)

I. Immediate Post-Hospital Discharge (First 1-2 Weeks)

1. Medication and Glycemic Control:

     o Insulin Therapy: Confirm an appropriate insulin regimen (e.g., multiple daily injections or continuous subcutaneous insulin infusion if indicated).

     o Blood Glucose Monitoring: Self-monitoring at least 4–6 times daily (before meals and bedtime).

     o Ketone Monitoring: Check urine ketones during illness, stress, or when blood glucose is persistently >13.9 mmol/L (250 mg/dL).

2. Electrolyte and Hydration Monitoring:

    o Reassess serum sodium, potassium, and bicarbonate levels 48–72 hours post-discharge.

    o Educate the patient and family on the importance of maintaining adequate hydration.

3. Dietary and Lifestyle Modifications:

    o Initiate medical nutrition therapy with a dietitian specializing in diabetes.

    o Implement a balanced, carbohydrate-controlled diet to prevent postprandial hyperglycemia.

    o Encourage moderate, regular physical activity while avoiding excessive exertion until stable glucose control is achieved.

4. Education and Psychosocial Support:

    o Diabetes Education: Teach the patient and family about:

 Insulin administration techniques.

 Hypoglycemia recognition and treatment (e.g., 15g carbohydrate rule).

 Sick-day management.

    o Psychosocial Support: Address academic stress and mental health concerns (consider referral to counseling services if necessary).

    o Family Involvement: Ensure caregivers understand diabetes management.

5. Follow-Up Appointments:

    o Endocrinologist (Within 1 Week): Review treatment plan, insulin titration, and overall stabilization.

    o Diabetes Educator/Dietitian (Within 2 Weeks): Adjust diet plan based on lifestyle and glucose patterns.

II. Short-Term Follow-Up (1–3 Months)

1. Glycemic Targets and Adjustments:

   o Target fasting blood glucose: 4.4–7.2 mmol/L (80–130 mg/dL).

   o Postprandial blood glucose: <10.0 mmol/L (180 mg/dL).

   o Hemoglobin A1c (HbA1c) goal: <7.5% (recheck in 3 months).

2. Screening for Early Complications:

   o Diabetic Retinopathy: Consider ophthalmology referral if symptoms of visual disturbances emerge.

   o Diabetic Nephropathy: Monitor urine albumin-to-creatinine ratio and kidney function if persistent hyperglycemia.

3. Adjustment of Insulin Therapy:

   o Adjust insulin doses based on blood glucose logs.

   o Assess for signs of recurrent hypoglycemia or hyperglycemia.

4. Psychosocial and Behavioral Health:

   o Evaluate stress management and adherence to treatment.

   o Reassess emotional well-being, given initial concerns about academic stress.

III. Long-Term Follow-Up (3+ Months and Beyond)

1. Routine Diabetes Management:

   o HbA1c every 3 months.

   o Annual screenings for diabetic complications (retinopathy, nephropathy, neuropathy).

   o Continued diabetes education and reinforcement.

2. Lifestyle and Behavioral Modification:

   o Encourage regular physical activity while monitoring for hypoglycemia.

   o Ensure sustainable dietary habits and meal planning.

3. Transition to Adult Care:

    o Initiate discussions about transitioning to adult diabetes care by age 18–21.

Red Flags for Immediate Reevaluation

• Uncontrolled hyperglycemia: Frequent glucose levels >13.9 mmol/L (250 mg/dL) with ketones.

• Recurrent DKA episodes.

• Severe hypoglycemia (glucose <3.9 mmol/L or 70 mg/dL) with altered mental status.

• Signs of diabetes complications (persistent numbness, vision loss, proteinuria).

Conclusion

This patient’s initial presentation of DKA suggests undiagnosed type 1 diabetes mellitus. Comprehensive education, lifestyle modification, and close follow-up are essential to prevent future episodes and ensure optimal glycemic control. Given his high academic stress, integrating mental health support into diabetes management is crucial for long-term success.

*
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-1’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-1: Sure! Please provide the case details, and I'll analyze the psychological issues and suggest appropriate coping strategies from the perspective of a professional emergency physician and nurse.



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: "Will I become disabled?" "Can I still live?" Expressed feelings of hopelessness, stating: "Life has no meaning." 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-1: Psychological Issues Identified:

1. Acute Psychological Distress & Anxiety

   o The patient exhibited marked anxiety upon symptom onset, fearing paralysis or death.

   o HAMA-14 score of 16 indicates moderate anxiety.

   o Insomnia with poor sleep quality (PSQI: 18) may contribute to heightened distress.

2. Delirium Episode (Day 2 Post-Thrombolysis)

   o Transient hallucinations and delusions ("I see ghosts," "My family is trying to harm me"), which resolved by Day 3.

   o Positive Confusion Assessment Method (CAM) score confirms delirium.

   o Likely contributed by acute stress, cerebrovascular changes, or metabolic disturbances post-thrombolysis.

3. Depressive Symptoms & Hopelessness

   o On Day 3, the patient became withdrawn, refused to eat or speak, and expressed hopelessness ("Life has no meaning").

   o HAMD-17 score of 24 indicates moderate to severe depression.

   o MMSE score of 19 suggests mild cognitive impairment, which may contribute to difficulty coping with stress.

   o Family history of maternal depression suggests potential genetic predisposition.

4. Psychosocial Stressors & Low Psychological Flexibility

   o AAQ-II score of 41 suggests low acceptance and psychological flexibility, indicating difficulty adapting to his current health condition.

   o CD-RISC score of 91 suggests moderate resilience, but lower than his spouse’s (101), implying he may need additional emotional support.

5. Concerns about Disability & Functional Decline

   o Repeatedly asked "Will I become disabled?" "Can I still live?"

   o History of hypertension, T2DM, and MCI, with poor adherence to medical management, suggests low health literacy and possible avoidance behaviors.

   o Fear of losing independence due to motor deficits and past infarcts.

Recommended Coping Strategies & Psychological Interventions:

1. Immediate Psychological Support in the Emergency Setting

• Reassurance & Psychoeducation

   o Explain that stroke recovery is possible with timely rehabilitation.

   o Address misconceptions about disability and mortality risk to reduce excessive worry.

   o Provide structured information in simple terms due to low educational level.

• Anxiety Management

   o Breathing techniques and guided relaxation to lower acute distress.

   o Short-term pharmacological support (e.g., low-dose benzodiazepines) only if anxiety is severe.

2. Post-Delirium Psychological Stabilization

• Environmental Adjustments

   o Maintain a quiet, well-lit room with familiar objects to prevent sensory confusion.

   o Family presence and calm reassurance to reduce distress and fear of harm.

• Medication Review & Monitoring

   o Rule out delirium-triggering factors like hypoglycemia, dehydration, or medication side effects.

   o If needed, consider low-dose atypical antipsychotics (e.g., quetiapine) for agitation but avoid benzodiazepines due to risk of cognitive decline.

3. Depression & Hopelessness Management

• Cognitive-Behavioral Therapy (CBT) Techniques

   o Encourage positive reframing: "With rehab, you can regain function."

   o Address catastrophic thinking: Challenge statements like "Life has no meaning."

• Antidepressant Consideration

   o If symptoms persist, consider SSRIs (e.g., sertraline, escitalopram) due to cardiovascular safety.

• Occupational Therapy & Goal-Setting

   o Encourage small, achievable tasks to promote self-efficacy.

   o Gradually increase activity levels to reduce depressive symptoms.

4. Sleep & Lifestyle Modifications

• Improve Sleep Hygiene

   o Reduce caffeine/alcohol intake.

   o Establish a consistent sleep schedule with relaxation techniques.

• Address Substance Use (Smoking & Alcohol)

   o Gradual reduction of alcohol consumption to prevent withdrawal symptoms.

   o Consider nicotine replacement therapy for smoking cessation.

5. Family & Social Support Integration

• Psychoeducation for Family

   o Train family members on stroke recovery expectations.

   o Encourage emotional validation rather than dismissing the patient’s concerns.

• Support Groups & Peer Interaction

   o Introduce stroke survivor support groups to provide shared experiences and encouragement.

Long-Term Considerations

• Follow-up in Neurology & Psychiatry for persistent depressive or cognitive symptoms.

• Rehabilitation Psychology Consultation to assist with acceptance and emotional adjustment.

• Continued Blood Pressure & Diabetes Control to prevent recurrent strokes.

By implementing these multidisciplinary strategies, the patient’s emotional distress, anxiety, and depression can be effectively managed, facilitating better stroke recovery and psychological resilience.
*
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-1’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-1:
Sure! Please provide the details of the case, and I'll analyze the psychological aspects and recommend appropriate coping strategies from both an emergency physician and nurse's perspective.



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-1: Psychological Issues Identified:

Based on the patient's history, presentation, and psychological assessment, several significant psychological concerns emerge:

1. Major Depressive Disorder (MDD) with High Suicide Risk

   o The patient has a history of untreated depression for two years.

   o Recent emotional distress and impulsive self-harm (organophosphate ingestion) suggest a high suicide risk.

   o HAMD-17 score of 24 indicates moderate to severe depression.

   o Recurrent suicidal ideation post-admission signals ongoing distress that requires urgent intervention.

2. Severe Anxiety Symptoms

   o HAMA-14 score of 22 indicates significant anxiety, which may be related to guilt,  hopelessness, or fear of social judgment following the suicide attempt.

   o Symptoms such as insomnia, headaches, difficulty concentrating, and persistent worry further confirm high anxiety levels.

3. Emotional Instability & Maladaptive Coping

    o EPQ results suggest introversion and emotional instability, making it difficult for the patient to seek help or express emotions in a healthy manner.

    o Low resilience (CD-RISC: 91) suggests poor coping mechanisms under stress.

4. Cognitive Impairment & Poor Sleep Quality

    o MMSE score of 19 (borderline cognitive impairment) may be due to acute stress, sleep deprivation, or toxicity effects.

    o PSQI score of 18 suggests severe sleep disturbance, which can worsen depression and anxiety.

Appropriate Coping Strategies:

1. Immediate Crisis Management (Emergency & Psychiatric Intervention)

• Ensure Suicide Prevention:

     o Continuous monitoring to prevent further self-harm.

     o Psychiatric consultation for emergency risk assessment and potential involuntary hospitalization if the patient remains high-risk.

     o Consider starting antidepressants (e.g., SSRIs) cautiously, avoiding drugs with strong cholinergic effects.

     o If suicidal ideation remains severe, electroconvulsive therapy (ECT) can be an option in resistant cases.

• Cognitive & Emotional Support:

    o Engage the patient in crisis counseling to explore underlying stressors (family conflicts, isolation).

    o Use motivational interviewing techniques to encourage self-reflection without inducing guilt.

2. Mid-Term Psychological Interventions

• Cognitive Behavioral Therapy (CBT) for Depression & Suicide Prevention:

    o Address negative thought patterns, low self-esteem, and feelings of hopelessness.

    o Help develop healthier coping strategies for emotional regulation.

• Anxiety & Stress Management:

   o Guided relaxation techniques (deep breathing, mindfulness, progressive muscle relaxation).

   o Sleep hygiene education to improve sleep quality.

• Behavioral Activation:

   o Encourage structured daily activities to rebuild interest and motivation.

   o Gradual social reintegration to improve emotional stability.

3. Family & Social Support Strategies

• Family Education & Conflict Resolution:

   o Teach family members about depression, emotional support, and warning signs of relapse.

   o Encourage open and non-judgmental communication to reduce family tensions.

• Social Reintegration & Long-Term Coping:

   o Consider social support groups for depression survivors to reduce isolation.

   o Identify vocational rehabilitation options to enhance self-worth and long-term stability.

Conclusion:

This patient presents high suicide risk, severe depression and anxiety, poor coping skills, and family conflict as a stressor. A comprehensive approach combining psychiatric treatment, psychological therapy, social support, and long-term follow-up is necessary for effective recovery and relapse prevention.
*
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) 不足(不同意)
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-1’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-1: Sure! Please provide the details of the case, including the patient's condition, medical history, current symptoms, and any other relevant factors. This will help me create a personalized rehabilitation plan.



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-1: Personalized Rehabilitation Plan for Bell’s Palsy with Lacunar Infarcts

Diagnosis:

The patient presents with left-sided facial nerve paralysis consistent with Bell’s Palsy, likely triggered by cold exposure (sleeping with the window open). Additionally, lacunar infarcts were noted on MRI, suggesting underlying small vessel disease, which warrants further cardiovascular risk assessment and secondary stroke prevention.

1. Rehabilitation Exercises

Goal: Restore facial muscle function, improve circulation, and prevent complications (e.g., muscle contracture, synkinesis).

A. Facial Rehabilitation Exercises (Start within 48 hours, continue for 6–12 weeks)

1. Facial Massage & Warm Compress:

    o Use warm compresses (not too hot) on the affected side for 10–15 minutes, 2–3 times/day to promote blood circulation.

    o Gently massage the left side of the face, especially around the forehead, cheek, and mouth.

2. Facial Movement Exercises (Perform in front of a mirror 3–5 times/day, 15 minutes per session)

    o Raise eyebrows and try to wrinkle the forehead.

    o Gently close the left eye and hold for a few seconds.

    o Smile broadly and then purse lips as if whistling.

    o Try to puff out the cheeks and hold for 5 seconds.

    o Stretch the nasolabial fold by using fingers if necessary.

3. Resistance Training (Later Stages)

    o Use a soft object (e.g., a cotton ball or finger) to resist lip movement for muscle strengthening.

    o Light electrical stimulation therapy (under physiotherapist guidance) may be beneficial in severe cases.

B. Eye Care (Prevent Corneal Damage)

• Use artificial tears (preservative-free) every 2–3 hours to prevent dry eye.

• Wear an eye patch while sleeping or in windy conditions.

• If incomplete eye closure persists, tape the eyelid closed at night to protect the cornea.

C. Balance and Cardiovascular Exercises (Secondary Stroke Prevention)

• Aerobic exercises (e.g., walking, cycling, or swimming) for 30 minutes/day, 5 days/week to improve circulation and lower cardiovascular risk.

• Balance exercises (e.g., single-leg stance, heel-to-toe walking) to prevent falls if mild neurological deficits develop.

2. Dietary Recommendations

Goal: Support nerve recovery, reduce stroke risk, and maintain vascular health.

A. Nutrient-Rich Diet

• Vitamin B12 & B6: Promote nerve regeneration.

    o Foods: Lean meats, fish (salmon, tuna), eggs, dairy, leafy greens, and nuts.

• Omega-3 Fatty Acids: Reduce inflammation and improve vascular health.

    o Foods: Fatty fish, walnuts, flaxseeds, olive oil.

• Antioxidant-Rich Foods: Combat oxidative stress.

    o Foods: Berries, citrus fruits, tomatoes, spinach.

• Protein-Rich Foods: Aid muscle recovery.

    o Foods: Chicken, tofu, beans, lentils.

B. Reduce Stroke Risk

• Control salt intake: Maintain BP <130/80 mmHg. Limit processed foods.

• Limit sugar and refined carbs: Maintain stable blood glucose.

• Increase fiber: Supports vascular health (whole grains, legumes, vegetables).

C. Hydration

• Drink at least 1.5–2 liters of water/day to maintain circulation.

3. Disease Monitoring and Follow-Up

Goal: Prevent complications from Bell’s Palsy and monitor vascular health.

A. Neurological Follow-Up

• Weekly follow-ups for 4–6 weeks, then as needed.

• Monitor facial function improvement: Look for return of eyebrow movement and symmetric smiling.

B. Cardiovascular Risk Monitoring

• Blood pressure (BP): Home monitoring, target <130/80 mmHg.

• Lipid profile & HbA1c: Every 3–6 months.

• ECG & Carotid Doppler (if indicated): Assess stroke risk.

4. Prevention of Complications

A. Avoiding Synkinesis (Abnormal Nerve Regeneration)

• Do not force facial movements too aggressively to prevent improper nerve regrowth.

• Physical therapy may be needed if abnormal movements appear.

B. Preventing Stroke Recurrence

• Maintain optimal BP & lipid levels.

• Aspirin or statins if prescribed by the physician.

• Quit smoking & avoid alcohol (even though patient is non-smoker/non-drinker).

C. Emotional Well-being

• Psychological support: Facial palsy can impact self-esteem. Encourage social interaction and use gentle makeup techniques if asymmetry persists.

Prognosis

• 85% of Bell’s Palsy cases recover fully within 3–6 months with proper care.

• Small vessel infarcts indicate a need for lifestyle modifications to prevent further cerebrovascular events.

Summary of the Rehabilitation Plan

Component Plan

Rehabilitation Exercises Facial exercises, eye care, aerobic training

Dietary Plan High in B vitamins, omega-3s, fiber; low in salt/sugar

Monitoring Weekly neurological check-ups, BP, lipid control

Complication Prevention Eye protection, stroke prevention, emotional support

This comprehensive approach will help restore facial function while minimizing long-term risks. Let me know if any modifications are needed!
*
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-1’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-1: Please provide the details of the case, including patient demographics, mechanism of injury, type and location of the fracture, imaging findings, comorbidities, and any initial treatment provided. This information will help me accurately assess the prognosis and potential complications.



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-1: Prognosis Assessment for Distal Radius Fracture in a 13-Year-Old Female

1. Fracture Severity and Healing Time

• Fracture Type: Distal radius fracture, minimally displaced, extra-articular.

• Expected Healing Time: In a healthy pediatric patient, distal radius fractures typically heal within 4-6 weeks, given the high bone remodeling potential at this age.

• Immobilization Duration: Standard treatment involves casting for 3-4 weeks, followed by a short period of splinting if needed.

• Rehabilitation Timeline:

    o First 4-6 weeks: Immobilization with casting or splinting.

    o 6-8 weeks: Gradual return to normal function; light activities permitted.

    o 8-12 weeks: Full functional recovery with no significant restrictions.

    o Beyond 12 weeks: Return to sports and high-impact activities.

2. Potential Complications

Given the minimally displaced and extra-articular nature of the fracture, complications are unlikely but could include:

• Malunion or Delayed Union: Rare in children, but may occur if improper immobilization or inadequate compliance with treatment.

• Growth Plate (Physeal) Injury: Since the X-ray report does not mention growth plate involvement, the risk of growth disturbance is minimal.

• Stiffness and Weakness: Temporary wrist stiffness is expected but resolves with proper rehabilitation.

• Complex Regional Pain Syndrome (CRPS): Extremely rare in pediatric patients but possible if pain persists beyond expected healing time.

• Re-fracture Risk: Increased if high-impact activities are resumed too early.

3. Impact of Patient’s Overall Health on Rehabilitation

• Young age and bone remodeling capacity: The patient is expected to heal quickly due to strong regenerative potential.

• No underlying comorbidities: No history of metabolic bone disease, diabetes, or other conditions that could impair bone healing.

• No neurovascular compromise: Normal sensation, capillary refill, and radial artery pulse suggest no major vascular or nerve injury.

• Good support system: Accompanied by a teacher, indicating adequate supervision and likely adherence to follow-up care.

4. Recommendations for Management and Follow-up

1. Immobilization: Short-arm cast for 3-4 weeks.

2. Pain Management: NSAIDs (e.g., ibuprofen) or acetaminophen as needed.

3. Activity Restriction: Avoid strenuous activities, including sports, until cleared by the physician (typically after 8-12 weeks).

4. Re-evaluation: Follow-up X-ray at 1-2 weeks to assess healing and confirm no further displacement.

5. Physical Therapy (if needed): After cast removal, wrist mobility and strength exercises may be initiated.

Overall Prognosis: Excellent

• The fracture is stable, extra-articular, and minimally displaced, which suggests a high likelihood of complete recovery with proper immobilization.

• Given no complications or high-risk factors, the patient is expected to regain full wrist function without long-term impairment.

• Return to normal activities is anticipated within 2-3 months, with unrestricted movement thereafter.

*
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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