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PATIENT EXAMPLE ================================================================================ Demographics: Age: 34 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Characterize your pain:: burning 4. Symptom: Do you feel pain somewhere?: lower chest 5. Symptom: Do you feel pain somewhere?: side of the chest(R) 6. Symptom: Do you feel pain somewhere?: upper chest 7. Symptom: Do you feel pain somewhere?: pharynx 8. Symptom: Do you feel pain somewhere?: posterior chest wall(R) 9. Symptom: How intense is the pain?: 5 10. Symptom: Does the pain radiate to another location?: nowhere 11. Symptom: How precisely is the pain located?: 5 12. Symptom: How fast did the pain appear?: 3 13. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 14. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 15. Symptom: Do you have nasal congestion or a clear runny nose? → Yes 16. Symptom: Do you have a cough? → Yes 17. Symptom: Have you noticed a wheezing sound when you exhale? → Yes Antecedents: 1. Antecedent: Do you smoke cigarettes? → Yes 2. Antecedent: Do you have a chronic obstructive pulmonary disease (COPD)? → Yes 3. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Acute COPD exacerbation / infection", "Influenza", "Pulmonary neoplasm", "Viral pharyngitis", "Bronchitis", "URTI", "Panic attack", "Tuberculosis", "Possible NSTEMI / STEMI", "GERD", "Unstable angina", "Pericarditis", "Epiglottitis", "Boerhaave", "Pneumonia", "Stable angina", "Acute...
[ "j44.1", "j11.1", "c34", "J02.9", "j40", "j06.9", "f41", "a15", "I21", "K21", "I20.0", "I30", "J05.1", "K22.3", "j17, j18", "I20.9", "J04.0", "I48.91", "J47", "G61.0", "G24.02", "I51.4", "T61.1", "J81.0", "I47.1", "T78.0", "B57", "J93" ]
[ "Acute COPD exacerbation / infection", "Influenza", "Pulmonary neoplasm", "Viral pharyngitis", "Bronchitis", "URTI", "Panic attack", "Tuberculosis", "Possible NSTEMI / STEMI", "GERD", "Unstable angina", "Pericarditis", "Epiglottitis", "Boerhaave", "Pneumonia", "Stable angina", "Acute...
[ 0.0608, 0.0549, 0.0539, 0.0518, 0.0517, 0.05, 0.0469, 0.0458, 0.0455, 0.0451, 0.0436, 0.0434, 0.0433, 0.0397, 0.0388, 0.0361, 0.0344, 0.0315, 0.0249, 0.0232, 0.0232, 0.0226, 0.0215, 0.0185, 0.0124, 0.0085, 0.0041, 0.0003 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Acute COPD exacerbation / infection (ICD-10: j44.1) Probability: 0.0608 (6.08%) 2. Influenza (ICD-10: j11.1) Probability: 0.0549 (5.49%) 3. Pulmonary neoplasm (ICD-10: c34) Probability: 0.0539 (5.39%) 4. Viral pharyngitis (ICD-10: J02.9) Probability: 0.0518 (5.18%) 5. Bronchitis (ICD-10: j40) Probability: 0.0517 (5.17%) 6. URTI (ICD-10: j06.9) Probability: 0.0500 (5.00%) 7. Panic attack (ICD-10: f41) Probability: 0.0469 (4.69%) 8. Tuberculosis (ICD-10: a15) Probability: 0.0458 (4.58%) 9. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0455 (4.55%) 10. GERD (ICD-10: K21) Probability: 0.0451 (4.51%) 11. Unstable angina (ICD-10: I20.0) Probability: 0.0436 (4.36%) 12. Pericarditis (ICD-10: I30) Probability: 0.0434 (4.34%) 13. Epiglottitis (ICD-10: J05.1) Probability: 0.0433 (4.33%) 14. Boerhaave (ICD-10: K22.3) Probability: 0.0397 (3.97%) 15. Pneumonia (ICD-10: j17, j18) Probability: 0.0388 (3.88%) 16. Stable angina (ICD-10: I20.9) Probability: 0.0361 (3.61%) 17. Acute laryngitis (ICD-10: J04.0) Probability: 0.0344 (3.44%) 18. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0315 (3.15%) 19. Bronchiectasis (ICD-10: J47) Probability: 0.0249 (2.49%) 20. HIV (initial infection) (ICD-10: B20) Probability: 0.0235 (2.35%) 21. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0232 (2.32%) 22. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0232 (2.32%) 23. Myocarditis (ICD-10: I51.4) Probability: 0.0226 (2.26%) 24. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0215 (2.15%) 25. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.0185 (1.85%) 26. PSVT (ICD-10: I47.1) Probability: 0.0124 (1.24%) 27. Anaphylaxis (ICD-10: T78.0) Probability: 0.0085 (0.85%) 28. Chagas (ICD-10: B57) Probability: 0.0041 (0.41%) 29. Spontaneous pneumothorax (ICD-10: J93) Probability: 0.0003 (0.03%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 87 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have the perception of seeing two images of a single object seen overlapping or adjacent to each other (double vision)? → Yes 2. Symptom: Do you have difficulty articulating words/speaking? → Yes 3. Symptom: Do you have difficulty swallowing, or have a feeling of discomfort/blockage when swallowing? → Yes 4. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 5. Symptom: Do you feel weakness in both arms and/or both legs? → Yes 6. Symptom: Do your symptoms of muscle weakness increase with fatigue and/or stress? → Yes Antecedents: 1. Antecedent: Are there any members of your family who have been diagnosed myasthenia gravis? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Myasthenia gravis", "Guillain-Barré syndrome", "Acute pulmonary edema", "Pulmonary embolism", "Myocarditis", "Atrial fibrillation", "Acute dystonic reactions", "Anemia", "Anaphylaxis", "Chagas", "Scombroid food poisoning", "PSVT", "SLE" ]
[ "G70.0", "G61.0", "J81.0", "i26", "I51.4", "I48.91", "G24.02", "D64.9", "T78.0", "B57", "T61.1", "I47.1", "M34" ]
[ "Myasthenia gravis", "Guillain-Barré syndrome", "Acute pulmonary edema", "Pulmonary embolism", "Myocarditis", "Atrial fibrillation", "Acute dystonic reactions", "Anemia", "Anaphylaxis", "Chagas", "Scombroid food poisoning", "PSVT", "SLE", "G70.0", "G61.0", "J81.0", "i26", "I51.4", ...
[ 0.1549, 0.1299, 0.1276, 0.0967, 0.0931, 0.0791, 0.0583, 0.0583, 0.0583, 0.0488, 0.0369, 0.0312, 0.027 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Myasthenia gravis (ICD-10: G70.0) Probability: 0.1549 (15.49%) 2. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.1299 (12.99%) 3. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.1276 (12.76%) 4. Pulmonary embolism (ICD-10: i26) Probability: 0.0967 (9.67%) 5. Myocarditis (ICD-10: I51.4) Probability: 0.0931 (9.31%) 6. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0791 (7.91%) 7. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0583 (5.83%) 8. Anemia (ICD-10: D64.9) Probability: 0.0583 (5.83%) 9. Anaphylaxis (ICD-10: T78.0) Probability: 0.0583 (5.83%) 10. Chagas (ICD-10: B57) Probability: 0.0488 (4.88%) 11. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0369 (3.69%) 12. PSVT (ICD-10: I47.1) Probability: 0.0312 (3.12%) 13. SLE (ICD-10: M34) Probability: 0.0270 (2.70%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 78 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: tedious 3. Symptom: Characterize your pain:: heavy 4. Symptom: Characterize your pain:: exhausting 5. Symptom: Do you feel pain somewhere?: lower chest 6. Symptom: Do you feel pain somewhere?: thyroid cartilage 7. Symptom: Do you feel pain somewhere?: side of the chest(L) 8. Symptom: Do you feel pain somewhere?: upper chest 9. Symptom: Do you feel pain somewhere?: breast(R) 10. Symptom: How intense is the pain?: 5 11. Symptom: Does the pain radiate to another location?: biceps(R) 12. Symptom: Does the pain radiate to another location?: thoracic spine 13. Symptom: Does the pain radiate to another location?: triceps(R) 14. Symptom: Does the pain radiate to another location?: shoulder(R) 15. Symptom: Does the pain radiate to another location?: shoulder(L) 16. Symptom: How precisely is the pain located?: 8 17. Symptom: How fast did the pain appear?: 4 18. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes Antecedents: 1. Antecedent: Do you have diabetes? → Yes 2. Antecedent: Are you significantly overweight compared to people of the same height as you? → Yes 3. Antecedent: Do you have high blood pressure or do you take medications to treat high blood pressure? → Yes 4. Antecedent: Have you ever had a heart attack or do you have angina (chest pain)? → Yes 5. Antecedent: Do you exercise regularly, 4 times per week or more? → Yes 6. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Possible NSTEMI / STEMI", "Atrial fibrillation", "GERD", "Pericarditis", "Acute dystonic reactions", "Anaphylaxis", "Sarcoidosis", "Myocarditis", "Scombroid food poisoning", "PSVT", "Acute laryngitis", "Stable angina", "Viral pharyngitis", "Pulmonary embolism" ]
[ "I21", "I48.91", "K21", "I30", "G24.02", "T78.0", "d86", "I51.4", "T61.1", "I47.1", "J04.0", "I20.9", "J02.9", "i26" ]
[ "Possible NSTEMI / STEMI", "Atrial fibrillation", "GERD", "Pericarditis", "Acute dystonic reactions", "Anaphylaxis", "Sarcoidosis", "Myocarditis", "Scombroid food poisoning", "PSVT", "Acute laryngitis", "Stable angina", "Viral pharyngitis", "Pulmonary embolism", "I21", "I48.91", "K21...
[ 0.1699, 0.1176, 0.1102, 0.0971, 0.0867, 0.0867, 0.071, 0.0588, 0.0548, 0.0463, 0.0426, 0.0317, 0.0266, 0 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.1699 (16.99%) 2. Atrial fibrillation (ICD-10: I48.91) Probability: 0.1176 (11.76%) 3. GERD (ICD-10: K21) Probability: 0.1102 (11.02%) 4. Pericarditis (ICD-10: I30) Probability: 0.0971 (9.71%) 5. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0867 (8.67%) 6. Anaphylaxis (ICD-10: T78.0) Probability: 0.0867 (8.67%) 7. Sarcoidosis (ICD-10: d86) Probability: 0.0710 (7.10%) 8. Myocarditis (ICD-10: I51.4) Probability: 0.0588 (5.88%) 9. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0548 (5.48%) 10. PSVT (ICD-10: I47.1) Probability: 0.0463 (4.63%) 11. Acute laryngitis (ICD-10: J04.0) Probability: 0.0426 (4.26%) 12. Stable angina (ICD-10: I20.9) Probability: 0.0317 (3.17%) 13. Viral pharyngitis (ICD-10: J02.9) Probability: 0.0266 (2.66%) 14. Pulmonary embolism (ICD-10: i26) Probability: 0.0000 (0.00%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 22 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you find that your symptoms have worsened over the last 2 weeks and that progressively less effort is required to cause the symptoms? → Yes 2. Symptom: Do you have chest pain even at rest? → Yes 3. Symptom: Have you had significantly increased sweating? → Yes 4. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 5. Symptom: Characterize your pain:: tedious 6. Symptom: Characterize your pain:: heavy 7. Symptom: Do you feel pain somewhere?: lower chest 8. Symptom: Do you feel pain somewhere?: side of the chest(R) 9. Symptom: Do you feel pain somewhere?: upper chest 10. Symptom: Do you feel pain somewhere?: breast(R) 11. Symptom: Do you feel pain somewhere?: epigastric 12. Symptom: How intense is the pain?: 4 13. Symptom: Does the pain radiate to another location?: thoracic spine 14. Symptom: Does the pain radiate to another location?: trachea 15. Symptom: Does the pain radiate to another location?: triceps(R) 16. Symptom: Does the pain radiate to another location?: triceps(L) 17. Symptom: Does the pain radiate to another location?: shoulder(L) 18. Symptom: How precisely is the pain located?: 6 19. Symptom: How fast did the pain appear?: 3 20. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 21. Symptom: Are you feeling nauseous or do you feel like vomiting? → Yes Antecedents: 1. Antecedent: Do you have diabetes? → Yes 2. Antecedent: Are you significantly overweight compared to people of the same height as you? → Yes 3. Antecedent: Do you have high cholesterol or do you take medications to treat high cholesterol? → Yes 4. Antecedent: Do you have high blood pressure or do you take medications to treat high blood pressure? → Yes 5. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 6. Antecedent: Do you have close family members who had a cardiovascular disease problem before the age of 50? → Yes
[ "Possible NSTEMI / STEMI", "Unstable angina", "Boerhaave", "GERD", "Anaphylaxis", "Guillain-Barré syndrome", "Atrial fibrillation", "Panic attack", "Acute dystonic reactions", "Acute pulmonary edema", "Scombroid food poisoning", "Pericarditis", "Sarcoidosis", "PSVT", "Chagas" ]
[ "I21", "I20.0", "K22.3", "K21", "T78.0", "G61.0", "I48.91", "f41", "G24.02", "J81.0", "T61.1", "I30", "d86", "I47.1", "B57" ]
[ "Possible NSTEMI / STEMI", "Unstable angina", "Boerhaave", "GERD", "Anaphylaxis", "Guillain-Barré syndrome", "Atrial fibrillation", "Panic attack", "Acute dystonic reactions", "Acute pulmonary edema", "Scombroid food poisoning", "Pericarditis", "Sarcoidosis", "PSVT", "Chagas", "I21", ...
[ 0.1316, 0.1245, 0.0951, 0.0799, 0.0786, 0.0755, 0.0721, 0.0654, 0.0532, 0.0494, 0.0491, 0.0441, 0.0435, 0.0284, 0.0094 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.1316 (13.16%) 2. Unstable angina (ICD-10: I20.0) Probability: 0.1245 (12.45%) 3. Boerhaave (ICD-10: K22.3) Probability: 0.0951 (9.51%) 4. GERD (ICD-10: K21) Probability: 0.0799 (7.99%) 5. Anaphylaxis (ICD-10: T78.0) Probability: 0.0786 (7.86%) 6. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0755 (7.55%) 7. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0721 (7.21%) 8. Panic attack (ICD-10: f41) Probability: 0.0654 (6.54%) 9. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0532 (5.32%) 10. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.0494 (4.94%) 11. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0491 (4.91%) 12. Pericarditis (ICD-10: I30) Probability: 0.0441 (4.41%) 13. Sarcoidosis (ICD-10: d86) Probability: 0.0435 (4.35%) 14. PSVT (ICD-10: I47.1) Probability: 0.0284 (2.84%) 15. Chagas (ICD-10: B57) Probability: 0.0094 (0.94%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 43 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you noticed weakness in your facial muscles and/or eyes? → Yes 2. Symptom: Do you feel weakness in both arms and/or both legs? → Yes 3. Symptom: Have you recently had numbness, loss of sensation or tingling, in both arms and legs and around your mouth? → Yes Antecedents: 1. Antecedent: Have you recently had a viral infection? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Guillain-Barré syndrome" ]
[ "G61.0" ]
[ "Guillain-Barré syndrome", "G61.0" ]
[ 1 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 1.0000 (100.00%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 27 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: haunting 3. Symptom: Characterize your pain:: sensitive 4. Symptom: Characterize your pain:: a knife stroke 5. Symptom: Characterize your pain:: tugging 6. Symptom: Characterize your pain:: burning 7. Symptom: Do you feel pain somewhere?: lower chest 8. Symptom: Do you feel pain somewhere?: epigastric 9. Symptom: How intense is the pain?: 7 10. Symptom: Does the pain radiate to another location?: upper chest 11. Symptom: How precisely is the pain located?: 6 12. Symptom: How fast did the pain appear?: 3 13. Symptom: Have you recently had stools that were black (like coal)? → Yes 14. Symptom: Do you have a burning sensation that starts in your stomach then goes up into your throat, and can be associated with a bitter taste in your mouth? → Yes 15. Symptom: Do you have a cough? → Yes 16. Symptom: Do you have symptoms that get worse after eating? → Yes Antecedents: 1. Antecedent: Are you significantly overweight compared to people of the same height as you? → Yes 2. Antecedent: Do you drink alcohol excessively or do you have an addiction to alcohol? → Yes 3. Antecedent: Do you smoke cigarettes? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "GERD", "Bronchitis", "Spontaneous rib fracture", "Unstable angina", "Anemia", "Possible NSTEMI / STEMI", "Tuberculosis", "Stable angina", "Pancreatic neoplasm" ]
[ "K21", "j40", "S22.9", "I20.0", "D64.9", "I21", "a15", "I20.9", "c25" ]
[ "GERD", "Bronchitis", "Spontaneous rib fracture", "Unstable angina", "Anemia", "Possible NSTEMI / STEMI", "Tuberculosis", "Stable angina", "Pancreatic neoplasm", "K21", "j40", "S22.9", "I20.0", "D64.9", "I21", "a15", "I20.9", "c25" ]
[ 0.214, 0.1781, 0.1185, 0.1184, 0.0854, 0.0819, 0.0727, 0.0659, 0.0652 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. GERD (ICD-10: K21) Probability: 0.2140 (21.40%) 2. Bronchitis (ICD-10: j40) Probability: 0.1781 (17.81%) 3. Spontaneous rib fracture (ICD-10: S22.9) Probability: 0.1185 (11.85%) 4. Unstable angina (ICD-10: I20.0) Probability: 0.1184 (11.84%) 5. Anemia (ICD-10: D64.9) Probability: 0.0854 (8.54%) 6. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0819 (8.19%) 7. Tuberculosis (ICD-10: a15) Probability: 0.0727 (7.27%) 8. Stable angina (ICD-10: I20.9) Probability: 0.0659 (6.59%) 9. Pancreatic neoplasm (ICD-10: c25) Probability: 0.0652 (6.52%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 10 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have swollen or painful lymph nodes? → Yes 2. Symptom: Have you had significantly increased sweating? → Yes 3. Symptom: Have you had diarrhea or an increase in stool frequency? → Yes 4. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 5. Symptom: Characterize your pain:: tedious 6. Symptom: Do you feel pain somewhere?: temple(R) 7. Symptom: Do you feel pain somewhere?: temple(L) 8. Symptom: How intense is the pain?: 5 9. Symptom: Does the pain radiate to another location?: nowhere 10. Symptom: How precisely is the pain located?: 5 11. Symptom: How fast did the pain appear?: 2 12. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 13. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 14. Symptom: What color is the rash?: pale 15. Symptom: Do your lesions peel off?: N 16. Symptom: Is the rash swollen?: 0 17. Symptom: Where is the affected region located?: upper gum 18. Symptom: Where is the affected region located?: labia majora(R) 19. Symptom: Where is the affected region located?: labia majora(L) 20. Symptom: Where is the affected region located?: internal cheek(R) 21. Symptom: Where is the affected region located?: internal cheek(L) 22. Symptom: How intense is the pain caused by the rash?: 8 23. Symptom: Is the lesion (or are the lesions) larger than 1cm?: Y 24. Symptom: How severe is the itching?: 0 25. Symptom: Do you have diffuse (widespread) muscle pain? → Yes 26. Symptom: Have you had an involuntary weight loss over the last 3 months? → Yes Antecedents: 1. Antecedent: Have you ever had a sexually transmitted infection? → Yes 2. Antecedent: Have you had unprotected sex with more than one partner in the last 6 months? → Yes 3. Antecedent: Have you had sexual intercourse with an HIV-positive partner in the past 12 months? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Chagas", "Influenza", "Scombroid food poisoning", "Sarcoidosis" ]
[ "B57", "j11.1", "T61.1", "d86" ]
[ "Chagas", "Influenza", "Scombroid food poisoning", "Sarcoidosis", "B57", "j11.1", "T61.1", "d86" ]
[ 0.3062, 0.0802, 0.0755, 0.0242 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. HIV (initial infection) (ICD-10: B20) Probability: 0.5138 (51.38%) 2. Chagas (ICD-10: B57) Probability: 0.3062 (30.62%) 3. Influenza (ICD-10: j11.1) Probability: 0.0802 (8.02%) 4. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0755 (7.55%) 5. Sarcoidosis (ICD-10: d86) Probability: 0.0242 (2.42%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 26 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: heavy 3. Symptom: Do you feel pain somewhere?: temple(R) 4. Symptom: How intense is the pain?: 6 5. Symptom: Does the pain radiate to another location?: nowhere 6. Symptom: How precisely is the pain located?: 3 7. Symptom: How fast did the pain appear?: 0 8. Symptom: Do you have a cough that produces colored or more abundant sputum than usual? → Yes 9. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 10. Symptom: Do you have a sore throat? → Yes 11. Symptom: Do you have nasal congestion or a clear runny nose? → Yes 12. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Have you been in contact with a person with similar symptoms in the past 2 weeks? → Yes 2. Antecedent: Do you live with 4 or more people? → Yes 3. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 4. Antecedent: Are you exposed to secondhand cigarette smoke on a daily basis? → Yes
[ "URTI", "Bronchitis", "Pneumonia", "Influenza", "Bronchiectasis", "Tuberculosis", "Chronic rhinosinusitis", "Chagas" ]
[ "j06.9", "j40", "j17, j18", "j11.1", "J47", "a15", "j32", "B57" ]
[ "URTI", "Bronchitis", "Pneumonia", "Influenza", "Bronchiectasis", "Tuberculosis", "Chronic rhinosinusitis", "Chagas", "j06.9", "j40", "j17, j18", "j11.1", "J47", "a15", "j32", "B57" ]
[ 0.1747, 0.1635, 0.1463, 0.1158, 0.1093, 0.1, 0.0599, 0.0438 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. URTI (ICD-10: j06.9) Probability: 0.1747 (17.47%) 2. Bronchitis (ICD-10: j40) Probability: 0.1635 (16.35%) 3. Pneumonia (ICD-10: j17, j18) Probability: 0.1463 (14.63%) 4. Influenza (ICD-10: j11.1) Probability: 0.1158 (11.58%) 5. Bronchiectasis (ICD-10: J47) Probability: 0.1093 (10.93%) 6. Tuberculosis (ICD-10: a15) Probability: 0.1000 (10.00%) 7. HIV (initial infection) (ICD-10: B20) Probability: 0.0867 (8.67%) 8. Chronic rhinosinusitis (ICD-10: j32) Probability: 0.0599 (5.99%) 9. Chagas (ICD-10: B57) Probability: 0.0438 (4.38%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 47 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: burning 3. Symptom: Do you feel pain somewhere?: tonsil(L) 4. Symptom: Do you feel pain somewhere?: thyroid cartilage 5. Symptom: Do you feel pain somewhere?: palace 6. Symptom: Do you feel pain somewhere?: under the jaw 7. Symptom: How intense is the pain?: 3 8. Symptom: Does the pain radiate to another location?: nowhere 9. Symptom: How precisely is the pain located?: 8 10. Symptom: How fast did the pain appear?: 4 11. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 12. Symptom: Do you have nasal congestion or a clear runny nose? → Yes Antecedents: 1. Antecedent: Have you been in contact with a person with similar symptoms in the past 2 weeks? → Yes 2. Antecedent: Do you live with 4 or more people? → Yes 3. Antecedent: Do you attend or work in a daycare? → Yes 4. Antecedent: Do you smoke cigarettes? → Yes 5. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 6. Antecedent: Are you immunosuppressed? → Yes
[ "Viral pharyngitis", "Possible NSTEMI / STEMI", "Unstable angina", "URTI", "Acute laryngitis", "Chagas", "Stable angina" ]
[ "J02.9", "I21", "I20.0", "j06.9", "J04.0", "B57", "I20.9" ]
[ "Viral pharyngitis", "Possible NSTEMI / STEMI", "Unstable angina", "URTI", "Acute laryngitis", "Chagas", "Stable angina", "J02.9", "I21", "I20.0", "j06.9", "J04.0", "B57", "I20.9" ]
[ 0.2707, 0.1687, 0.1118, 0.0957, 0.0872, 0.0744, 0.0579 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Viral pharyngitis (ICD-10: J02.9) Probability: 0.2707 (27.07%) 2. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.1687 (16.87%) 3. HIV (initial infection) (ICD-10: B20) Probability: 0.1336 (13.36%) 4. Unstable angina (ICD-10: I20.0) Probability: 0.1118 (11.18%) 5. URTI (ICD-10: j06.9) Probability: 0.0957 (9.57%) 6. Acute laryngitis (ICD-10: J04.0) Probability: 0.0872 (8.72%) 7. Chagas (ICD-10: B57) Probability: 0.0744 (7.44%) 8. Stable angina (ICD-10: I20.9) Probability: 0.0579 (5.79%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 3 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you been coughing up blood? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: sensitive 4. Symptom: Characterize your pain:: burning 5. Symptom: Do you feel pain somewhere?: tonsil(R) 6. Symptom: Do you feel pain somewhere?: thyroid cartilage 7. Symptom: Do you feel pain somewhere?: pharynx 8. Symptom: Do you feel pain somewhere?: under the jaw 9. Symptom: How intense is the pain?: 7 10. Symptom: Does the pain radiate to another location?: nowhere 11. Symptom: How precisely is the pain located?: 6 12. Symptom: How fast did the pain appear?: 2 13. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 14. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Have you been in contact with a person with similar symptoms in the past 2 weeks? → Yes 2. Antecedent: Do you live with 4 or more people? → Yes 3. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Tuberculosis", "Bronchitis", "Pneumonia", "Viral pharyngitis" ]
[ "a15", "j40", "j17, j18", "J02.9" ]
[ "Tuberculosis", "Bronchitis", "Pneumonia", "Viral pharyngitis", "a15", "j40", "j17, j18", "J02.9" ]
[ 0.2818, 0.2713, 0.2621, 0.1848 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Tuberculosis (ICD-10: a15) Probability: 0.2818 (28.18%) 2. Bronchitis (ICD-10: j40) Probability: 0.2713 (27.13%) 3. Pneumonia (ICD-10: j17, j18) Probability: 0.2621 (26.21%) 4. Viral pharyngitis (ICD-10: J02.9) Probability: 0.1848 (18.48%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 42 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: a knife stroke 3. Symptom: Do you feel pain somewhere?: lower chest 4. Symptom: Do you feel pain somewhere?: upper chest 5. Symptom: Do you feel pain somewhere?: breast(R) 6. Symptom: Do you feel pain somewhere?: breast(L) 7. Symptom: How intense is the pain?: 5 8. Symptom: Does the pain radiate to another location?: thoracic spine 9. Symptom: Does the pain radiate to another location?: posterior chest wall(R) 10. Symptom: How precisely is the pain located?: 5 11. Symptom: How fast did the pain appear?: 8 12. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 13. Symptom: Do you feel your heart is beating fast (racing), irregularly (missing a beat) or do you feel palpitations? → Yes 14. Symptom: Are your symptoms worse when lying down and alleviated while sitting up? → Yes 15. Symptom: Do you have pain that is increased when you breathe in deeply? → Yes Antecedents: 1. Antecedent: Have you ever had a pericarditis? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Pericarditis", "Pulmonary embolism", "Spontaneous pneumothorax", "Possible NSTEMI / STEMI", "PSVT", "GERD", "Acute pulmonary edema", "Myocarditis", "Atrial fibrillation", "Panic attack", "Guillain-Barré syndrome", "Boerhaave", "Scombroid food poisoning", "Acute dystonic reactions", "Mya...
[ "I30", "i26", "J93", "I21", "I47.1", "K21", "J81.0", "I51.4", "I48.91", "f41", "G61.0", "K22.3", "T61.1", "G24.02", "G70.0", "D64.9", "d86", "I20.0", "I20.9" ]
[ "Pericarditis", "Pulmonary embolism", "Spontaneous pneumothorax", "Possible NSTEMI / STEMI", "PSVT", "GERD", "Acute pulmonary edema", "Myocarditis", "Atrial fibrillation", "Panic attack", "Guillain-Barré syndrome", "Boerhaave", "Scombroid food poisoning", "Acute dystonic reactions", "Mya...
[ 0.0905, 0.0795, 0.0778, 0.0743, 0.0724, 0.0654, 0.0612, 0.0604, 0.0584, 0.0522, 0.0503, 0.0476, 0.0354, 0.0354, 0.0354, 0.0354, 0.029, 0.0263, 0.013 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Pericarditis (ICD-10: I30) Probability: 0.0905 (9.05%) 2. Pulmonary embolism (ICD-10: i26) Probability: 0.0795 (7.95%) 3. Spontaneous pneumothorax (ICD-10: J93) Probability: 0.0778 (7.78%) 4. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0743 (7.43%) 5. PSVT (ICD-10: I47.1) Probability: 0.0724 (7.24%) 6. GERD (ICD-10: K21) Probability: 0.0654 (6.54%) 7. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.0612 (6.12%) 8. Myocarditis (ICD-10: I51.4) Probability: 0.0604 (6.04%) 9. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0584 (5.84%) 10. Panic attack (ICD-10: f41) Probability: 0.0522 (5.22%) 11. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0503 (5.03%) 12. Boerhaave (ICD-10: K22.3) Probability: 0.0476 (4.76%) 13. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0354 (3.54%) 14. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0354 (3.54%) 15. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0354 (3.54%) 16. Anemia (ICD-10: D64.9) Probability: 0.0354 (3.54%) 17. Sarcoidosis (ICD-10: d86) Probability: 0.0290 (2.90%) 18. Unstable angina (ICD-10: I20.0) Probability: 0.0263 (2.63%) 19. Stable angina (ICD-10: I20.9) Probability: 0.0130 (1.30%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 32 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Do you feel pain somewhere?: tonsil(R) 4. Symptom: Do you feel pain somewhere?: tonsil(L) 5. Symptom: Do you feel pain somewhere?: thyroid cartilage 6. Symptom: Do you feel pain somewhere?: palace 7. Symptom: Do you feel pain somewhere?: pharynx 8. Symptom: How intense is the pain?: 6 9. Symptom: Does the pain radiate to another location?: nowhere 10. Symptom: How precisely is the pain located?: 5 11. Symptom: How fast did the pain appear?: 0 12. Symptom: Do you have nasal congestion or a clear runny nose? → Yes 13. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Have you been in contact with a person with similar symptoms in the past 2 weeks? → Yes 2. Antecedent: Do you live with 4 or more people? → Yes 3. Antecedent: Do you attend or work in a daycare? → Yes 4. Antecedent: Do you smoke cigarettes? → Yes 5. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 6. Antecedent: Are you immunosuppressed? → Yes
[ "Viral pharyngitis", "Bronchitis", "Acute laryngitis", "URTI", "Possible NSTEMI / STEMI", "Unstable angina", "Stable angina" ]
[ "J02.9", "j40", "J04.0", "j06.9", "I21", "I20.0", "I20.9" ]
[ "Viral pharyngitis", "Bronchitis", "Acute laryngitis", "URTI", "Possible NSTEMI / STEMI", "Unstable angina", "Stable angina", "J02.9", "j40", "J04.0", "j06.9", "I21", "I20.0", "I20.9" ]
[ 0.227, 0.1913, 0.1509, 0.1502, 0.1233, 0.1151, 0.0423 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Viral pharyngitis (ICD-10: J02.9) Probability: 0.2270 (22.70%) 2. Bronchitis (ICD-10: j40) Probability: 0.1913 (19.13%) 3. Acute laryngitis (ICD-10: J04.0) Probability: 0.1509 (15.09%) 4. URTI (ICD-10: j06.9) Probability: 0.1502 (15.02%) 5. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.1233 (12.33%) 6. Unstable angina (ICD-10: I20.0) Probability: 0.1151 (11.51%) 7. Stable angina (ICD-10: I20.9) Probability: 0.0423 (4.23%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 0 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sharp 3. Symptom: Do you feel pain somewhere?: ear(R) 4. Symptom: Do you feel pain somewhere?: ear(L) 5. Symptom: How intense is the pain?: 4 6. Symptom: Does the pain radiate to another location?: nowhere 7. Symptom: How precisely is the pain located?: 9 8. Symptom: How fast did the pain appear?: 4 9. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 10. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Are you currently being treated or have you recently been treated with an oral antibiotic for an ear infection? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Bronchitis", "Pneumonia", "Acute otitis media", "Tuberculosis", "Chagas" ]
[ "j40", "j17, j18", "H66.90", "a15", "B57" ]
[ "Bronchitis", "Pneumonia", "Acute otitis media", "Tuberculosis", "Chagas", "j40", "j17, j18", "H66.90", "a15", "B57" ]
[ 0.2983, 0.275, 0.2683, 0.1213, 0.0371 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchitis (ICD-10: j40) Probability: 0.2983 (29.83%) 2. Pneumonia (ICD-10: j17, j18) Probability: 0.2750 (27.50%) 3. Acute otitis media (ICD-10: H66.90) Probability: 0.2683 (26.83%) 4. Tuberculosis (ICD-10: a15) Probability: 0.1213 (12.13%) 5. Chagas (ICD-10: B57) Probability: 0.0371 (3.71%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 10 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Do you feel pain somewhere?: lower chest 4. Symptom: Do you feel pain somewhere?: side of the chest(L) 5. Symptom: Do you feel pain somewhere?: upper chest 6. Symptom: How intense is the pain?: 3 7. Symptom: Does the pain radiate to another location?: nowhere 8. Symptom: How precisely is the pain located?: 1 9. Symptom: How fast did the pain appear?: 0 10. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 11. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 12. Symptom: Do you have a sore throat? → Yes 13. Symptom: Do you have a cough? → Yes 14. Symptom: Have you noticed a wheezing sound when you exhale? → Yes 15. Symptom: Are your symptoms more prominent at night? → Yes Antecedents: 1. Antecedent: Do you smoke cigarettes? → Yes 2. Antecedent: Do you have a chronic obstructive pulmonary disease (COPD)? → Yes 3. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Bronchitis", "Pneumonia", "Panic attack", "URTI", "Tuberculosis", "GERD", "Influenza", "Pericarditis", "Boerhaave", "Atrial fibrillation", "Myocarditis", "Bronchiectasis", "Guillain-Barré syndrome", "Acute dystonic reactions", "Myasthenia gravis", "Scombroid food poisoning", "Sarcoi...
[ "j40", "j17, j18", "f41", "j06.9", "a15", "K21", "j11.1", "I30", "K22.3", "I48.91", "I51.4", "J47", "G61.0", "G24.02", "G70.0", "T61.1", "d86", "B57", "I47.1", "M34", "T78.0", "J93" ]
[ "Bronchitis", "Pneumonia", "Panic attack", "URTI", "Tuberculosis", "GERD", "Influenza", "Pericarditis", "Boerhaave", "Atrial fibrillation", "Myocarditis", "Bronchiectasis", "Guillain-Barré syndrome", "Acute dystonic reactions", "Myasthenia gravis", "Scombroid food poisoning", "Sarcoi...
[ 0.0787, 0.075, 0.0655, 0.0643, 0.0641, 0.063, 0.0612, 0.0607, 0.0555, 0.044, 0.0429, 0.0348, 0.0325, 0.0325, 0.0325, 0.03, 0.0266, 0.0245, 0.0173, 0.015, 0.0119, 0.0004 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchitis (ICD-10: j40) Probability: 0.0787 (7.87%) 2. Pneumonia (ICD-10: j17, j18) Probability: 0.0750 (7.50%) 3. HIV (initial infection) (ICD-10: B20) Probability: 0.0670 (6.70%) 4. Panic attack (ICD-10: f41) Probability: 0.0655 (6.55%) 5. URTI (ICD-10: j06.9) Probability: 0.0643 (6.43%) 6. Tuberculosis (ICD-10: a15) Probability: 0.0641 (6.41%) 7. GERD (ICD-10: K21) Probability: 0.0630 (6.30%) 8. Influenza (ICD-10: j11.1) Probability: 0.0612 (6.12%) 9. Pericarditis (ICD-10: I30) Probability: 0.0607 (6.07%) 10. Boerhaave (ICD-10: K22.3) Probability: 0.0555 (5.55%) 11. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0440 (4.40%) 12. Myocarditis (ICD-10: I51.4) Probability: 0.0429 (4.29%) 13. Bronchiectasis (ICD-10: J47) Probability: 0.0348 (3.48%) 14. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0325 (3.25%) 15. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0325 (3.25%) 16. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0325 (3.25%) 17. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0300 (3.00%) 18. Sarcoidosis (ICD-10: d86) Probability: 0.0266 (2.66%) 19. Chagas (ICD-10: B57) Probability: 0.0245 (2.45%) 20. PSVT (ICD-10: I47.1) Probability: 0.0173 (1.73%) 21. SLE (ICD-10: M34) Probability: 0.0150 (1.50%) 22. Anaphylaxis (ICD-10: T78.0) Probability: 0.0119 (1.19%) 23. Spontaneous pneumothorax (ICD-10: J93) Probability: 0.0004 (0.04%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 10 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 2. Symptom: Do you have a hard time opening/raising one or both eyelids? → Yes 3. Symptom: Are you unable to control the direction of your eyes? → Yes 4. Symptom: Do you suddenly have difficulty or an inability to open your mouth or have jaw pain when opening it? → Yes Antecedents: 1. Antecedent: Have you started or taken any antipsychotic medication within the last 7 days? → Yes 2. Antecedent: Do you regularly take stimulant drugs? → Yes 3. Antecedent: Have you been treated in hospital recently for nausea, agitation, intoxication or aggressive behavior and received medication via an intravenous or intramuscular route? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Acute dystonic reactions", "Atrial fibrillation", "Myocarditis", "Anemia", "Anaphylaxis", "Scombroid food poisoning", "PSVT", "SLE", "Chagas" ]
[ "G24.02", "I48.91", "I51.4", "D64.9", "T78.0", "T61.1", "I47.1", "M34", "B57" ]
[ "Acute dystonic reactions", "Atrial fibrillation", "Myocarditis", "Anemia", "Anaphylaxis", "Scombroid food poisoning", "PSVT", "SLE", "Chagas", "G24.02", "I48.91", "I51.4", "D64.9", "T78.0", "T61.1", "I47.1", "M34", "B57" ]
[ 0.2232, 0.159, 0.157, 0.1172, 0.1172, 0.0742, 0.0626, 0.0543, 0.0353 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.2232 (22.32%) 2. Atrial fibrillation (ICD-10: I48.91) Probability: 0.1590 (15.90%) 3. Myocarditis (ICD-10: I51.4) Probability: 0.1570 (15.70%) 4. Anemia (ICD-10: D64.9) Probability: 0.1172 (11.72%) 5. Anaphylaxis (ICD-10: T78.0) Probability: 0.1172 (11.72%) 6. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0742 (7.42%) 7. PSVT (ICD-10: I47.1) Probability: 0.0626 (6.26%) 8. SLE (ICD-10: M34) Probability: 0.0543 (5.43%) 9. Chagas (ICD-10: B57) Probability: 0.0353 (3.53%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 36 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 2. Symptom: Do you feel slightly dizzy or lightheaded? → Yes 3. Symptom: Do you feel your heart is beating very irregularly or in a disorganized pattern? → Yes Antecedents: 1. Antecedent: Have you been diagnosed with hyperthyroidism? → Yes 2. Antecedent: Do you have severe Chronic Obstructive Pulmonary Disease (COPD)? → Yes 3. Antecedent: Do you have diabetes? → Yes 4. Antecedent: Are you significantly overweight compared to people of the same height as you? → Yes 5. Antecedent: Do you have high blood pressure or do you take medications to treat high blood pressure? → Yes 6. Antecedent: Do you have a known heart defect? → Yes 7. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Atrial fibrillation", "PSVT", "Pulmonary embolism", "Anemia", "Guillain-Barré syndrome", "Scombroid food poisoning", "Acute dystonic reactions", "Myasthenia gravis", "Anaphylaxis", "Myocarditis", "SLE" ]
[ "I48.91", "I47.1", "i26", "D64.9", "G61.0", "T61.1", "G24.02", "G70.0", "T78.0", "I51.4", "M34" ]
[ "Atrial fibrillation", "PSVT", "Pulmonary embolism", "Anemia", "Guillain-Barré syndrome", "Scombroid food poisoning", "Acute dystonic reactions", "Myasthenia gravis", "Anaphylaxis", "Myocarditis", "SLE", "I48.91", "I47.1", "i26", "D64.9", "G61.0", "T61.1", "G24.02", "G70.0", "T...
[ 0.18, 0.1425, 0.1124, 0.1053, 0.0962, 0.0678, 0.0678, 0.0678, 0.0678, 0.0612, 0.0314 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Atrial fibrillation (ICD-10: I48.91) Probability: 0.1800 (18.00%) 2. PSVT (ICD-10: I47.1) Probability: 0.1425 (14.25%) 3. Pulmonary embolism (ICD-10: i26) Probability: 0.1124 (11.24%) 4. Anemia (ICD-10: D64.9) Probability: 0.1053 (10.53%) 5. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0962 (9.62%) 6. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0678 (6.78%) 7. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0678 (6.78%) 8. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0678 (6.78%) 9. Anaphylaxis (ICD-10: T78.0) Probability: 0.0678 (6.78%) 10. Myocarditis (ICD-10: I51.4) Probability: 0.0612 (6.12%) 11. SLE (ICD-10: M34) Probability: 0.0314 (3.14%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 26 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you been in contact with or ate something that you have an allergy to? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: sharp 4. Symptom: Do you feel pain somewhere?: flank(L) 5. Symptom: Do you feel pain somewhere?: iliac fossa(L) 6. Symptom: Do you feel pain somewhere?: hypochondrium(R) 7. Symptom: Do you feel pain somewhere?: hypochondrium(L) 8. Symptom: Do you feel pain somewhere?: pubis 9. Symptom: How intense is the pain?: 9 10. Symptom: Does the pain radiate to another location?: nowhere 11. Symptom: How precisely is the pain located?: 4 12. Symptom: How fast did the pain appear?: 2 13. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 14. Symptom: Do you feel lightheaded and dizzy or do you feel like you are about to faint? → Yes 15. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 16. Symptom: What color is the rash?: pink 17. Symptom: Do your lesions peel off?: N 18. Symptom: Is the rash swollen?: 2 19. Symptom: Where is the affected region located?: back of the neck 20. Symptom: Where is the affected region located?: biceps(L) 21. Symptom: Where is the affected region located?: mouth 22. Symptom: Where is the affected region located?: ankle(L) 23. Symptom: Where is the affected region located?: thoracic spine 24. Symptom: How intense is the pain caused by the rash?: 1 25. Symptom: Is the lesion (or are the lesions) larger than 1cm?: Y 26. Symptom: How severe is the itching?: 8 27. Symptom: Are you feeling nauseous or do you feel like vomiting? → Yes 28. Symptom: Do you have swelling in one or more areas of your body? → Yes 29. Symptom: Where is the swelling located?: forehead 30. Symptom: Where is the swelling located?: nose 31. Symptom: Have you noticed a high pitched sound when breathing in? → Yes 32. Symptom: Have you noticed a wheezing sound when you exhale? → Yes Antecedents: 1. Antecedent: Do you have a known severe food allergy? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Anaphylaxis", "Bronchospasm / acute asthma exacerbation", "Pulmonary embolism", "Acute pulmonary edema", "Boerhaave", "Epiglottitis", "Anemia", "Inguinal hernia", "Panic attack", "Larygospasm", "PSVT", "Guillain-Barré syndrome", "Atrial fibrillation", "Chagas", "SLE", "Acute dystonic ...
[ "T78.0", "J45", "i26", "J81.0", "K22.3", "J05.1", "D64.9", "K40", "f41", "J38.5", "I47.1", "G61.0", "I48.91", "B57", "M34", "G24.02", "G70.0", "I21" ]
[ "Anaphylaxis", "Bronchospasm / acute asthma exacerbation", "Pulmonary embolism", "Acute pulmonary edema", "Boerhaave", "Epiglottitis", "Anemia", "Inguinal hernia", "Panic attack", "Larygospasm", "PSVT", "Guillain-Barré syndrome", "Atrial fibrillation", "Chagas", "SLE", "Acute dystonic ...
[ 0.0974, 0.0763, 0.0721, 0.0692, 0.0649, 0.0603, 0.0603, 0.0579, 0.0555, 0.0551, 0.0501, 0.0472, 0.0451, 0.0385, 0.038, 0.0332, 0.0332, 0.0246 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Anaphylaxis (ICD-10: T78.0) Probability: 0.0974 (9.74%) 2. Bronchospasm / acute asthma exacerbation (ICD-10: J45) Probability: 0.0763 (7.63%) 3. Pulmonary embolism (ICD-10: i26) Probability: 0.0721 (7.21%) 4. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.0692 (6.92%) 5. Boerhaave (ICD-10: K22.3) Probability: 0.0649 (6.49%) 6. Epiglottitis (ICD-10: J05.1) Probability: 0.0603 (6.03%) 7. Anemia (ICD-10: D64.9) Probability: 0.0603 (6.03%) 8. Inguinal hernia (ICD-10: K40) Probability: 0.0579 (5.79%) 9. Panic attack (ICD-10: f41) Probability: 0.0555 (5.55%) 10. Larygospasm (ICD-10: J38.5) Probability: 0.0551 (5.51%) 11. PSVT (ICD-10: I47.1) Probability: 0.0501 (5.01%) 12. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0472 (4.72%) 13. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0451 (4.51%) 14. Chagas (ICD-10: B57) Probability: 0.0385 (3.85%) 15. SLE (ICD-10: M34) Probability: 0.0380 (3.80%) 16. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0332 (3.32%) 17. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0332 (3.32%) 18. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0246 (2.46%) 19. HIV (initial infection) (ICD-10: B20) Probability: 0.0211 (2.11%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 30 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 2. Symptom: Do you have a cough that produces colored or more abundant sputum than usual? → Yes 3. Symptom: Do you have a cough? → Yes 4. Symptom: Have you noticed a wheezing sound when you exhale? → Yes Antecedents: 1. Antecedent: Have you had one or several flare ups of chronic obstructive pulmonary disease (COPD) in the past year? → Yes 2. Antecedent: Do you smoke cigarettes? → Yes 3. Antecedent: Do you have a chronic obstructive pulmonary disease (COPD)? → Yes 4. Antecedent: Have you ever been diagnosed with gastroesophageal reflux? → Yes 5. Antecedent: Do you work in construction? → Yes 6. Antecedent: Do you work in the mining sector? → Yes 7. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Acute COPD exacerbation / infection", "Bronchitis", "Bronchiectasis", "Pneumonia", "Guillain-Barré syndrome", "Atrial fibrillation", "Myocarditis", "Pulmonary embolism", "Acute dystonic reactions", "Myasthenia gravis", "Anemia", "Tuberculosis", "PSVT", "Possible NSTEMI / STEMI", "Chagas...
[ "j44.1", "j40", "J47", "j17, j18", "G61.0", "I48.91", "I51.4", "i26", "G24.02", "G70.0", "D64.9", "a15", "I47.1", "I21", "B57" ]
[ "Acute COPD exacerbation / infection", "Bronchitis", "Bronchiectasis", "Pneumonia", "Guillain-Barré syndrome", "Atrial fibrillation", "Myocarditis", "Pulmonary embolism", "Acute dystonic reactions", "Myasthenia gravis", "Anemia", "Tuberculosis", "PSVT", "Possible NSTEMI / STEMI", "Chagas...
[ 0.1376, 0.1286, 0.1186, 0.1154, 0.0682, 0.0651, 0.0643, 0.0578, 0.048, 0.048, 0.048, 0.0459, 0.0256, 0.0145, 0.0145 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Acute COPD exacerbation / infection (ICD-10: j44.1) Probability: 0.1376 (13.76%) 2. Bronchitis (ICD-10: j40) Probability: 0.1286 (12.86%) 3. Bronchiectasis (ICD-10: J47) Probability: 0.1186 (11.86%) 4. Pneumonia (ICD-10: j17, j18) Probability: 0.1154 (11.54%) 5. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0682 (6.82%) 6. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0651 (6.51%) 7. Myocarditis (ICD-10: I51.4) Probability: 0.0643 (6.43%) 8. Pulmonary embolism (ICD-10: i26) Probability: 0.0578 (5.78%) 9. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0480 (4.80%) 10. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0480 (4.80%) 11. Anemia (ICD-10: D64.9) Probability: 0.0480 (4.80%) 12. Tuberculosis (ICD-10: a15) Probability: 0.0459 (4.59%) 13. PSVT (ICD-10: I47.1) Probability: 0.0256 (2.56%) 14. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0145 (1.45%) 15. Chagas (ICD-10: B57) Probability: 0.0145 (1.45%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 54 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: burning 3. Symptom: Characterize your pain:: sharp 4. Symptom: Do you feel pain somewhere?: mouth 5. Symptom: Do you feel pain somewhere?: forehead 6. Symptom: Do you feel pain somewhere?: cheek(R) 7. Symptom: Do you feel pain somewhere?: cheek(L) 8. Symptom: Do you feel pain somewhere?: nose 9. Symptom: How intense is the pain?: 8 10. Symptom: Does the pain radiate to another location?: back of head 11. Symptom: Does the pain radiate to another location?: nose 12. Symptom: Does the pain radiate to another location?: temple(R) 13. Symptom: Does the pain radiate to another location?: temple(L) 14. Symptom: How precisely is the pain located?: 3 15. Symptom: How fast did the pain appear?: 6 16. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 17. Symptom: Do you have greenish or yellowish nasal discharge? → Yes Antecedents: 1. Antecedent: Have you had a cold in the last 2 weeks? → Yes 2. Antecedent: Do you have polyps in your nose? → Yes 3. Antecedent: Do you have a deviated nasal septum? → Yes 4. Antecedent: Do you have asthma or have you ever had to use a bronchodilator in the past? → Yes 5. Antecedent: Have you ever been diagnosed with gastroesophageal reflux? → Yes 6. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 7. Antecedent: Are your vaccinations up to date? → Yes 8. Antecedent: Are you more likely to develop common allergies than the general population? → Yes
[ "Acute rhinosinusitis", "Chagas", "Acute laryngitis", "Viral pharyngitis" ]
[ "j01", "B57", "J04.0", "J02.9" ]
[ "Acute rhinosinusitis", "Chagas", "Acute laryngitis", "Viral pharyngitis", "j01", "B57", "J04.0", "J02.9" ]
[ 0.3567, 0.3481, 0.1981, 0.0971 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Acute rhinosinusitis (ICD-10: j01) Probability: 0.3567 (35.67%) 2. Chagas (ICD-10: B57) Probability: 0.3481 (34.81%) 3. Acute laryngitis (ICD-10: J04.0) Probability: 0.1981 (19.81%) 4. Viral pharyngitis (ICD-10: J02.9) Probability: 0.0971 (9.71%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 6 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: haunting 3. Symptom: Characterize your pain:: sensitive 4. Symptom: Characterize your pain:: tugging 5. Symptom: Characterize your pain:: burning 6. Symptom: Characterize your pain:: sickening 7. Symptom: Do you feel pain somewhere?: hypochondrium(R) 8. Symptom: Do you feel pain somewhere?: hypochondrium(L) 9. Symptom: Do you feel pain somewhere?: belly 10. Symptom: Do you feel pain somewhere?: epigastric 11. Symptom: How intense is the pain?: 8 12. Symptom: Does the pain radiate to another location?: lower chest 13. Symptom: Does the pain radiate to another location?: upper chest 14. Symptom: How precisely is the pain located?: 2 15. Symptom: How fast did the pain appear?: 0 16. Symptom: Do you have a burning sensation that starts in your stomach then goes up into your throat, and can be associated with a bitter taste in your mouth? → Yes 17. Symptom: Do you have symptoms that get worse after eating? → Yes 18. Symptom: Are your symptoms worse when lying down and alleviated while sitting up? → Yes Antecedents: 1. Antecedent: Are you significantly overweight compared to people of the same height as you? → Yes 2. Antecedent: Do you smoke cigarettes? → Yes 3. Antecedent: Do you have a hiatal hernia? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "GERD", "Anaphylaxis" ]
[ "K21", "T78.0" ]
[ "GERD", "Anaphylaxis", "K21", "T78.0" ]
[ 0.8498, 0.1502 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. GERD (ICD-10: K21) Probability: 0.8498 (84.98%) 2. Anaphylaxis (ICD-10: T78.0) Probability: 0.1502 (15.02%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 20 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 2. Symptom: Do you have a cough that produces colored or more abundant sputum than usual? → Yes 3. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Do you have cystic fibrosis? → Yes 2. Antecedent: Do you have Rheumatoid Arthritis? → Yes 3. Antecedent: Have you ever had pneumonia? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 5. Antecedent: Are you immunosuppressed? → Yes
[ "Bronchitis", "Bronchiectasis", "Pneumonia", "Pulmonary embolism", "Guillain-Barré syndrome", "Bronchospasm / acute asthma exacerbation", "Atrial fibrillation", "Myocarditis", "Acute dystonic reactions", "Myasthenia gravis", "Anemia", "Tuberculosis", "PSVT", "Chagas" ]
[ "j40", "J47", "j17, j18", "i26", "G61.0", "J45", "I48.91", "I51.4", "G24.02", "G70.0", "D64.9", "a15", "I47.1", "B57" ]
[ "Bronchitis", "Bronchiectasis", "Pneumonia", "Pulmonary embolism", "Guillain-Barré syndrome", "Bronchospasm / acute asthma exacerbation", "Atrial fibrillation", "Myocarditis", "Acute dystonic reactions", "Myasthenia gravis", "Anemia", "Tuberculosis", "PSVT", "Chagas", "j40", "J47", "...
[ 0.1359, 0.1269, 0.1235, 0.0852, 0.073, 0.0708, 0.0697, 0.0688, 0.0514, 0.0514, 0.0514, 0.0491, 0.0274, 0.0155 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchitis (ICD-10: j40) Probability: 0.1359 (13.59%) 2. Bronchiectasis (ICD-10: J47) Probability: 0.1269 (12.69%) 3. Pneumonia (ICD-10: j17, j18) Probability: 0.1235 (12.35%) 4. Pulmonary embolism (ICD-10: i26) Probability: 0.0852 (8.52%) 5. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0730 (7.30%) 6. Bronchospasm / acute asthma exacerbation (ICD-10: J45) Probability: 0.0708 (7.08%) 7. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0697 (6.97%) 8. Myocarditis (ICD-10: I51.4) Probability: 0.0688 (6.88%) 9. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0514 (5.14%) 10. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0514 (5.14%) 11. Anemia (ICD-10: D64.9) Probability: 0.0514 (5.14%) 12. Tuberculosis (ICD-10: a15) Probability: 0.0491 (4.91%) 13. PSVT (ICD-10: I47.1) Probability: 0.0274 (2.74%) 14. Chagas (ICD-10: B57) Probability: 0.0155 (1.55%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 2 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: tedious 3. Symptom: Characterize your pain:: sensitive 4. Symptom: Do you feel pain somewhere?: forehead 5. Symptom: Do you feel pain somewhere?: cheek(R) 6. Symptom: Do you feel pain somewhere?: occiput 7. Symptom: Do you feel pain somewhere?: temple(R) 8. Symptom: How intense is the pain?: 5 9. Symptom: Does the pain radiate to another location?: nowhere 10. Symptom: How precisely is the pain located?: 7 11. Symptom: How fast did the pain appear?: 3 12. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 13. Symptom: Do you have a sore throat? → Yes 14. Symptom: Do you have nasal congestion or a clear runny nose? → Yes 15. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Have you been in contact with a person with similar symptoms in the past 2 weeks? → Yes 2. Antecedent: Do you live with 4 or more people? → Yes 3. Antecedent: Do you attend or work in a daycare? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "URTI", "Influenza", "Bronchitis", "Pneumonia", "Tuberculosis", "Chagas" ]
[ "j06.9", "j11.1", "j40", "j17, j18", "a15", "B57" ]
[ "URTI", "Influenza", "Bronchitis", "Pneumonia", "Tuberculosis", "Chagas", "j06.9", "j11.1", "j40", "j17, j18", "a15", "B57" ]
[ 0.2011, 0.1731, 0.1471, 0.126, 0.1126, 0.0806 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. URTI (ICD-10: j06.9) Probability: 0.2011 (20.11%) 2. Influenza (ICD-10: j11.1) Probability: 0.1731 (17.31%) 3. HIV (initial infection) (ICD-10: B20) Probability: 0.1595 (15.95%) 4. Bronchitis (ICD-10: j40) Probability: 0.1471 (14.71%) 5. Pneumonia (ICD-10: j17, j18) Probability: 0.1260 (12.60%) 6. Tuberculosis (ICD-10: a15) Probability: 0.1126 (11.26%) 7. Chagas (ICD-10: B57) Probability: 0.0806 (8.06%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 30 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you had significantly increased sweating? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: heavy 4. Symptom: Do you feel pain somewhere?: ankle(R) 5. Symptom: Do you feel pain somewhere?: upper chest 6. Symptom: Do you feel pain somewhere?: calf(R) 7. Symptom: Do you feel pain somewhere?: breast(L) 8. Symptom: Do you feel pain somewhere?: posterior chest wall(L) 9. Symptom: How intense is the pain?: 2 10. Symptom: Does the pain radiate to another location?: biceps(R) 11. Symptom: Does the pain radiate to another location?: chin 12. Symptom: Does the pain radiate to another location?: scapula(L) 13. Symptom: Does the pain radiate to another location?: shoulder(L) 14. Symptom: How precisely is the pain located?: 7 15. Symptom: How fast did the pain appear?: 0 16. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 17. Symptom: Do you have bouts of choking or shortness of breath that wake you up at night? → Yes 18. Symptom: Do you have swelling in one or more areas of your body? → Yes 19. Symptom: Where is the swelling located?: ankle(L) 20. Symptom: Where is the swelling located?: calf(R) 21. Symptom: Where is the swelling located?: tibia(R) 22. Symptom: Where is the swelling located?: tibia(L) 23. Symptom: Have you noticed any new fatigue, generalized and vague discomfort, diffuse (widespread) muscle aches or a change in your general well-being related to your consultation today? → Yes 24. Symptom: Are your symptoms worse when lying down and alleviated while sitting up? → Yes 25. Symptom: Do you have symptoms that are increased with physical exertion but alleviated with rest? → Yes Antecedents: 1. Antecedent: Have you ever had fluid in your lungs? → Yes 2. Antecedent: Do you have high blood pressure or do you take medications to treat high blood pressure? → Yes 3. Antecedent: Have you ever had a heart attack or do you have angina (chest pain)? → Yes 4. Antecedent: Do you have heart failure? → Yes 5. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Acute pulmonary edema", "Unstable angina", "Possible NSTEMI / STEMI", "Pulmonary embolism", "Pericarditis", "Myocarditis", "Panic attack", "SLE", "Anaphylaxis", "Spontaneous pneumothorax", "Stable angina", "GERD", "Boerhaave", "Atrial fibrillation", "Guillain-Barré syndrome", "Chagas"...
[ "J81.0", "I20.0", "I21", "i26", "I30", "I51.4", "f41", "M34", "T78.0", "J93", "I20.9", "K21", "K22.3", "I48.91", "G61.0", "B57", "G24.02", "G70.0", "D64.9", "d86", "T61.1" ]
[ "Acute pulmonary edema", "Unstable angina", "Possible NSTEMI / STEMI", "Pulmonary embolism", "Pericarditis", "Myocarditis", "Panic attack", "SLE", "Anaphylaxis", "Spontaneous pneumothorax", "Stable angina", "GERD", "Boerhaave", "Atrial fibrillation", "Guillain-Barré syndrome", "Chagas"...
[ 0.0781, 0.0632, 0.0631, 0.0627, 0.0612, 0.061, 0.0605, 0.0563, 0.0537, 0.0534, 0.0529, 0.0502, 0.0464, 0.0447, 0.0386, 0.0331, 0.0272, 0.0272, 0.0272, 0.0222, 0.0172 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.0781 (7.81%) 2. Unstable angina (ICD-10: I20.0) Probability: 0.0632 (6.32%) 3. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0631 (6.31%) 4. Pulmonary embolism (ICD-10: i26) Probability: 0.0627 (6.27%) 5. Pericarditis (ICD-10: I30) Probability: 0.0612 (6.12%) 6. Myocarditis (ICD-10: I51.4) Probability: 0.0610 (6.10%) 7. Panic attack (ICD-10: f41) Probability: 0.0605 (6.05%) 8. SLE (ICD-10: M34) Probability: 0.0563 (5.63%) 9. Anaphylaxis (ICD-10: T78.0) Probability: 0.0537 (5.37%) 10. Spontaneous pneumothorax (ICD-10: J93) Probability: 0.0534 (5.34%) 11. Stable angina (ICD-10: I20.9) Probability: 0.0529 (5.29%) 12. GERD (ICD-10: K21) Probability: 0.0502 (5.02%) 13. Boerhaave (ICD-10: K22.3) Probability: 0.0464 (4.64%) 14. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0447 (4.47%) 15. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0386 (3.86%) 16. Chagas (ICD-10: B57) Probability: 0.0331 (3.31%) 17. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0272 (2.72%) 18. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0272 (2.72%) 19. Anemia (ICD-10: D64.9) Probability: 0.0272 (2.72%) 20. Sarcoidosis (ICD-10: d86) Probability: 0.0222 (2.22%) 21. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0172 (1.72%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 57 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you had significantly increased sweating? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: tedious 4. Symptom: Characterize your pain:: a pulse 5. Symptom: Do you feel pain somewhere?: back of head 6. Symptom: Do you feel pain somewhere?: forehead 7. Symptom: Do you feel pain somewhere?: temple(R) 8. Symptom: Do you feel pain somewhere?: temple(L) 9. Symptom: How intense is the pain?: 6 10. Symptom: Does the pain radiate to another location?: nowhere 11. Symptom: How precisely is the pain located?: 2 12. Symptom: How fast did the pain appear?: 1 13. Symptom: Do you feel so tired that you are unable to do your usual activities or are you stuck in your bed all day long? → Yes 14. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 15. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 16. Symptom: What color is the rash?: pale 17. Symptom: Do your lesions peel off?: N 18. Symptom: Is the rash swollen?: 0 19. Symptom: Where is the affected region located?: upper gum 20. Symptom: Where is the affected region located?: labia majora(R) 21. Symptom: Where is the affected region located?: labia majora(L) 22. Symptom: Where is the affected region located?: internal cheek(R) 23. Symptom: Where is the affected region located?: internal cheek(L) 24. Symptom: How intense is the pain caused by the rash?: 7 25. Symptom: Is the lesion (or are the lesions) larger than 1cm?: Y 26. Symptom: How severe is the itching?: 0 27. Symptom: Are you feeling nauseous or do you feel like vomiting? → Yes Antecedents: 1. Antecedent: Have you ever had a sexually transmitted infection? → Yes 2. Antecedent: Are you currently using intravenous drugs? → Yes 3. Antecedent: Have you traveled out of the country in the last 4 weeks?: West Africa
[ "Chagas", "Influenza", "Possible NSTEMI / STEMI", "Scombroid food poisoning", "Anemia" ]
[ "B57", "j11.1", "I21", "T61.1", "D64.9" ]
[ "Chagas", "Influenza", "Possible NSTEMI / STEMI", "Scombroid food poisoning", "Anemia", "B57", "j11.1", "I21", "T61.1", "D64.9" ]
[ 0.2723, 0.214, 0.1192, 0.0685, 0.0077 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. HIV (initial infection) (ICD-10: B20) Probability: 0.3183 (31.83%) 2. Chagas (ICD-10: B57) Probability: 0.2723 (27.23%) 3. Influenza (ICD-10: j11.1) Probability: 0.2140 (21.40%) 4. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.1192 (11.92%) 5. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0685 (6.85%) 6. Anemia (ICD-10: D64.9) Probability: 0.0077 (0.77%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 78 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Is your nose or the back of your throat itchy? → Yes 2. Symptom: Do you have severe itching in one or both eyes? → Yes 3. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Do you have any close family members who suffer from allergies (any type), hay fever or eczema? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 3. Antecedent: Do you live in in a big city? → Yes 4. Antecedent: Are you more likely to develop common allergies than the general population? → Yes
[ "Bronchitis", "Allergic sinusitis" ]
[ "j40", "J30" ]
[ "Bronchitis", "Allergic sinusitis", "j40", "J30" ]
[ 0.6841, 0.3159 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchitis (ICD-10: j40) Probability: 0.6841 (68.41%) 2. Allergic sinusitis (ICD-10: J30) Probability: 0.3159 (31.59%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 12 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: exhausting 3. Symptom: Do you feel pain somewhere?: back of head 4. Symptom: Do you feel pain somewhere?: temple(R) 5. Symptom: Do you feel pain somewhere?: temple(L) 6. Symptom: How intense is the pain?: 4 7. Symptom: Does the pain radiate to another location?: nowhere 8. Symptom: How precisely is the pain located?: 2 9. Symptom: How fast did the pain appear?: 3 10. Symptom: Do you feel slightly dizzy or lightheaded? → Yes 11. Symptom: Do you feel lightheaded and dizzy or do you feel like you are about to faint? → Yes 12. Symptom: Do you constantly feel fatigued or do you have non-restful sleep? → Yes 13. Symptom: Have you recently had stools that were black (like coal)? → Yes 14. Symptom: Is your skin much paler than usual? → Yes 15. Symptom: Have you noticed light red blood or blood clots in your stool? → Yes Antecedents: 1. Antecedent: Do you have a poor diet? → Yes 2. Antecedent: Have you ever had a diagnosis of anemia? → Yes 3. Antecedent: Do you have any family members who have been diagnosed with anemia? → Yes 4. Antecedent: Do you have chronic kidney failure? → Yes 5. Antecedent: Are you taking any new oral anticoagulants ((NOACs)? → Yes 6. Antecedent: Do you think you are pregnant or are you currently pregnant? → Yes 7. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 8. Antecedent: Is your BMI less than 18.5, or are you underweight? → Yes
[ "Anemia", "Atrial fibrillation", "Cluster headache", "PSVT" ]
[ "D64.9", "I48.91", "g44.009", "I47.1" ]
[ "Anemia", "Atrial fibrillation", "Cluster headache", "PSVT", "D64.9", "I48.91", "g44.009", "I47.1" ]
[ 0.3911, 0.2968, 0.1869, 0.1252 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Anemia (ICD-10: D64.9) Probability: 0.3911 (39.11%) 2. Atrial fibrillation (ICD-10: I48.91) Probability: 0.2968 (29.68%) 3. Cluster headache (ICD-10: g44.009) Probability: 0.1869 (18.69%) 4. PSVT (ICD-10: I47.1) Probability: 0.1252 (12.52%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 59 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you been coughing up blood? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: sharp 4. Symptom: Do you feel pain somewhere?: breast(L) 5. Symptom: Do you feel pain somewhere?: posterior chest wall(R) 6. Symptom: How intense is the pain?: 5 7. Symptom: Does the pain radiate to another location?: nowhere 8. Symptom: How precisely is the pain located?: 5 9. Symptom: How fast did the pain appear?: 3 10. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 11. Symptom: Do you have a cough that produces colored or more abundant sputum than usual? → Yes 12. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 13. Symptom: Have you had chills or shivers? → Yes 14. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 15. Symptom: What color is the rash?: pink 16. Symptom: Do your lesions peel off?: Y 17. Symptom: Is the rash swollen?: 5 18. Symptom: Where is the affected region located?: flank(L) 19. Symptom: Where is the affected region located?: posterior chest wall(L) 20. Symptom: Where is the affected region located?: belly 21. Symptom: How intense is the pain caused by the rash?: 5 22. Symptom: Is the lesion (or are the lesions) larger than 1cm?: N 23. Symptom: How severe is the itching?: 2 24. Symptom: Have you recently had a loss of appetite or do you get full more quickly then usually? → Yes 25. Symptom: Have you noticed any new fatigue, generalized and vague discomfort, diffuse (widespread) muscle aches or a change in your general well-being related to your consultation today? → Yes 26. Symptom: Are your symptoms more prominent at night? → Yes 27. Symptom: Do you have pain that is increased when you breathe in deeply? → Yes Antecedents: 1. Antecedent: Do you drink alcohol excessively or do you have an addiction to alcohol? → Yes 2. Antecedent: Do you have Parkinson’s disease? → Yes 3. Antecedent: Do you have heart failure? → Yes 4. Antecedent: Have you ever had a stroke? → Yes 5. Antecedent: Have you ever had pneumonia? → Yes 6. Antecedent: Do you have a chronic obstructive pulmonary disease (COPD)? → Yes 7. Antecedent: Do you have asthma or have you ever had to use a bronchodilator in the past? → Yes 8. Antecedent: Have you had surgery within the last month? → Yes 9. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Pneumonia", "Bronchitis", "Pulmonary neoplasm", "Bronchiectasis", "Pericarditis", "Tuberculosis", "Pulmonary embolism", "Panic attack", "Possible NSTEMI / STEMI", "Unstable angina", "Acute COPD exacerbation / infection", "Stable angina", "Myocarditis", "Bronchospasm / acute asthma exacerb...
[ "j17, j18", "j40", "c34", "J47", "I30", "a15", "i26", "f41", "I21", "I20.0", "j44.1", "I20.9", "I51.4", "J45", "I48.91", "G61.0", "G24.02", "G70.0", "d86", "j11.1", "J81.0", "I47.1", "J93" ]
[ "Pneumonia", "Bronchitis", "Pulmonary neoplasm", "Bronchiectasis", "Pericarditis", "Tuberculosis", "Pulmonary embolism", "Panic attack", "Possible NSTEMI / STEMI", "Unstable angina", "Acute COPD exacerbation / infection", "Stable angina", "Myocarditis", "Bronchospasm / acute asthma exacerb...
[ 0.0731, 0.0695, 0.0681, 0.0668, 0.0626, 0.0601, 0.0598, 0.0557, 0.0548, 0.0546, 0.0515, 0.0484, 0.046, 0.0358, 0.0352, 0.0259, 0.0259, 0.0259, 0.0239, 0.0183, 0.0168, 0.0139, 0.0074 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Pneumonia (ICD-10: j17, j18) Probability: 0.0731 (7.31%) 2. Bronchitis (ICD-10: j40) Probability: 0.0695 (6.95%) 3. Pulmonary neoplasm (ICD-10: c34) Probability: 0.0681 (6.81%) 4. Bronchiectasis (ICD-10: J47) Probability: 0.0668 (6.68%) 5. Pericarditis (ICD-10: I30) Probability: 0.0626 (6.26%) 6. Tuberculosis (ICD-10: a15) Probability: 0.0601 (6.01%) 7. Pulmonary embolism (ICD-10: i26) Probability: 0.0598 (5.98%) 8. Panic attack (ICD-10: f41) Probability: 0.0557 (5.57%) 9. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0548 (5.48%) 10. Unstable angina (ICD-10: I20.0) Probability: 0.0546 (5.46%) 11. Acute COPD exacerbation / infection (ICD-10: j44.1) Probability: 0.0515 (5.15%) 12. Stable angina (ICD-10: I20.9) Probability: 0.0484 (4.84%) 13. Myocarditis (ICD-10: I51.4) Probability: 0.0460 (4.60%) 14. Bronchospasm / acute asthma exacerbation (ICD-10: J45) Probability: 0.0358 (3.58%) 15. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0352 (3.52%) 16. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0259 (2.59%) 17. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0259 (2.59%) 18. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0259 (2.59%) 19. Sarcoidosis (ICD-10: d86) Probability: 0.0239 (2.39%) 20. Influenza (ICD-10: j11.1) Probability: 0.0183 (1.83%) 21. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.0168 (1.68%) 22. PSVT (ICD-10: I47.1) Probability: 0.0139 (1.39%) 23. Spontaneous pneumothorax (ICD-10: J93) Probability: 0.0074 (0.74%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 16 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you had diarrhea or an increase in stool frequency? → Yes 2. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 3. Symptom: Do you feel lightheaded and dizzy or do you feel like you are about to faint? → Yes 4. Symptom: Did your cheeks suddenly turn red? → Yes 5. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 6. Symptom: What color is the rash?: pink 7. Symptom: Do your lesions peel off?: N 8. Symptom: Is the rash swollen?: 4 9. Symptom: Where is the affected region located?: back of the neck 10. Symptom: Where is the affected region located?: biceps(R) 11. Symptom: Where is the affected region located?: biceps(L) 12. Symptom: Where is the affected region located?: thyroid cartilage 13. Symptom: Where is the affected region located?: ankle(L) 14. Symptom: How intense is the pain caused by the rash?: 2 15. Symptom: Is the lesion (or are the lesions) larger than 1cm?: Y 16. Symptom: How severe is the itching?: 6 Antecedents: 1. Antecedent: Did you eat dark-fleshed fish (such as tuna) or Swiss cheese before the reaction occurred? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Scombroid food poisoning", "Anemia", "Guillain-Barré syndrome", "Myocarditis", "Anaphylaxis", "Acute dystonic reactions", "Myasthenia gravis" ]
[ "T61.1", "D64.9", "G61.0", "I51.4", "T78.0", "G24.02", "G70.0" ]
[ "Scombroid food poisoning", "Anemia", "Guillain-Barré syndrome", "Myocarditis", "Anaphylaxis", "Acute dystonic reactions", "Myasthenia gravis", "T61.1", "D64.9", "G61.0", "I51.4", "T78.0", "G24.02", "G70.0" ]
[ 0.2413, 0.1813, 0.1417, 0.1204, 0.1157, 0.0998, 0.0998 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.2413 (24.13%) 2. Anemia (ICD-10: D64.9) Probability: 0.1813 (18.13%) 3. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.1417 (14.17%) 4. Myocarditis (ICD-10: I51.4) Probability: 0.1204 (12.04%) 5. Anaphylaxis (ICD-10: T78.0) Probability: 0.1157 (11.57%) 6. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0998 (9.98%) 7. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0998 (9.98%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 41 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you had diarrhea or an increase in stool frequency? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: sensitive 4. Symptom: Characterize your pain:: a cramp 5. Symptom: Do you feel pain somewhere?: hypochondrium(L) 6. Symptom: Do you feel pain somewhere?: epigastric 7. Symptom: How intense is the pain?: 3 8. Symptom: Does the pain radiate to another location?: thoracic spine 9. Symptom: How precisely is the pain located?: 2 10. Symptom: How fast did the pain appear?: 3 11. Symptom: Do you constantly feel fatigued or do you have non-restful sleep? → Yes 12. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 13. Symptom: What color is the rash?: yellow 14. Symptom: Do your lesions peel off?: N 15. Symptom: Is the rash swollen?: 3 16. Symptom: Where is the affected region located?: epigastric 17. Symptom: How intense is the pain caused by the rash?: 2 18. Symptom: Is the lesion (or are the lesions) larger than 1cm?: Y 19. Symptom: How severe is the itching?: 4 20. Symptom: Are you feeling nauseous or do you feel like vomiting? → Yes 21. Symptom: Do you have pale stools and dark urine? → Yes 22. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Do you have chronic pancreatitis? → Yes 2. Antecedent: Do you have diabetes? → Yes 3. Antecedent: Do you smoke cigarettes? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 5. Antecedent: Are there members of your family who have been diagnosed with pancreatic cancer? → Yes
[ "Pancreatic neoplasm", "Anaphylaxis", "Boerhaave", "Scombroid food poisoning", "Chagas", "Bronchitis", "Possible NSTEMI / STEMI", "Anemia", "Unstable angina", "GERD" ]
[ "c25", "T78.0", "K22.3", "T61.1", "B57", "j40", "I21", "D64.9", "I20.0", "K21" ]
[ "Pancreatic neoplasm", "Anaphylaxis", "Boerhaave", "Scombroid food poisoning", "Chagas", "Bronchitis", "Possible NSTEMI / STEMI", "Anemia", "Unstable angina", "GERD", "c25", "T78.0", "K22.3", "T61.1", "B57", "j40", "I21", "D64.9", "I20.0", "K21" ]
[ 0.1857, 0.1346, 0.1337, 0.1307, 0.0965, 0.0917, 0.0845, 0.0843, 0.0375, 0.0209 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Pancreatic neoplasm (ICD-10: c25) Probability: 0.1857 (18.57%) 2. Anaphylaxis (ICD-10: T78.0) Probability: 0.1346 (13.46%) 3. Boerhaave (ICD-10: K22.3) Probability: 0.1337 (13.37%) 4. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.1307 (13.07%) 5. Chagas (ICD-10: B57) Probability: 0.0965 (9.65%) 6. Bronchitis (ICD-10: j40) Probability: 0.0917 (9.17%) 7. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0845 (8.45%) 8. Anemia (ICD-10: D64.9) Probability: 0.0843 (8.43%) 9. Unstable angina (ICD-10: I20.0) Probability: 0.0375 (3.75%) 10. GERD (ICD-10: K21) Probability: 0.0209 (2.09%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 45 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Do you feel pain somewhere?: tonsil(R) 4. Symptom: Do you feel pain somewhere?: tonsil(L) 5. Symptom: Do you feel pain somewhere?: thyroid cartilage 6. Symptom: Do you feel pain somewhere?: palace 7. Symptom: Do you feel pain somewhere?: under the jaw 8. Symptom: How intense is the pain?: 5 9. Symptom: Does the pain radiate to another location?: nowhere 10. Symptom: How precisely is the pain located?: 4 11. Symptom: How fast did the pain appear?: 1 12. Symptom: Do you have nasal congestion or a clear runny nose? → Yes 13. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Have you been in contact with a person with similar symptoms in the past 2 weeks? → Yes 2. Antecedent: Do you live with 4 or more people? → Yes 3. Antecedent: Do you smoke cigarettes? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Viral pharyngitis", "Bronchitis", "URTI", "Possible NSTEMI / STEMI", "Unstable angina", "Stable angina" ]
[ "J02.9", "j40", "j06.9", "I21", "I20.0", "I20.9" ]
[ "Viral pharyngitis", "Bronchitis", "URTI", "Possible NSTEMI / STEMI", "Unstable angina", "Stable angina", "J02.9", "j40", "j06.9", "I21", "I20.0", "I20.9" ]
[ 0.2691, 0.2395, 0.178, 0.1462, 0.1171, 0.0501 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Viral pharyngitis (ICD-10: J02.9) Probability: 0.2691 (26.91%) 2. Bronchitis (ICD-10: j40) Probability: 0.2395 (23.95%) 3. URTI (ICD-10: j06.9) Probability: 0.1780 (17.80%) 4. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.1462 (14.62%) 5. Unstable angina (ICD-10: I20.0) Probability: 0.1171 (11.71%) 6. Stable angina (ICD-10: I20.9) Probability: 0.0501 (5.01%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 76 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 2. Symptom: Did your cheeks suddenly turn red? → Yes 3. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 4. Symptom: What color is the rash?: pink 5. Symptom: Do your lesions peel off?: N 6. Symptom: Is the rash swollen?: 4 7. Symptom: Where is the affected region located?: biceps(R) 8. Symptom: Where is the affected region located?: biceps(L) 9. Symptom: Where is the affected region located?: mouth 10. Symptom: Where is the affected region located?: ankle(R) 11. Symptom: Where is the affected region located?: ankle(L) 12. Symptom: How intense is the pain caused by the rash?: 0 13. Symptom: Is the lesion (or are the lesions) larger than 1cm?: Y 14. Symptom: How severe is the itching?: 8 15. Symptom: Have you noticed a wheezing sound when you exhale? → Yes Antecedents: 1. Antecedent: Did you eat dark-fleshed fish (such as tuna) or Swiss cheese before the reaction occurred? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Scombroid food poisoning", "Anaphylaxis", "Pulmonary embolism", "Acute pulmonary edema", "Guillain-Barré syndrome", "Myocarditis", "Acute dystonic reactions", "Myasthenia gravis", "Anemia", "SLE" ]
[ "T61.1", "T78.0", "i26", "J81.0", "G61.0", "I51.4", "G24.02", "G70.0", "D64.9", "M34" ]
[ "Scombroid food poisoning", "Anaphylaxis", "Pulmonary embolism", "Acute pulmonary edema", "Guillain-Barré syndrome", "Myocarditis", "Acute dystonic reactions", "Myasthenia gravis", "Anemia", "SLE", "T61.1", "T78.0", "i26", "J81.0", "G61.0", "I51.4", "G24.02", "G70.0", "D64.9", ...
[ 0.1799, 0.1377, 0.1217, 0.114, 0.1042, 0.0885, 0.0734, 0.0734, 0.0734, 0.034 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.1799 (17.99%) 2. Anaphylaxis (ICD-10: T78.0) Probability: 0.1377 (13.77%) 3. Pulmonary embolism (ICD-10: i26) Probability: 0.1217 (12.17%) 4. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.1140 (11.40%) 5. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.1042 (10.42%) 6. Myocarditis (ICD-10: I51.4) Probability: 0.0885 (8.85%) 7. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0734 (7.34%) 8. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0734 (7.34%) 9. Anemia (ICD-10: D64.9) Probability: 0.0734 (7.34%) 10. SLE (ICD-10: M34) Probability: 0.0340 (3.40%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 36 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: tedious 3. Symptom: Do you feel pain somewhere?: top of the head 4. Symptom: Do you feel pain somewhere?: forehead 5. Symptom: Do you feel pain somewhere?: cheek(R) 6. Symptom: Do you feel pain somewhere?: cheek(L) 7. Symptom: Do you feel pain somewhere?: temple(R) 8. Symptom: How intense is the pain?: 4 9. Symptom: Does the pain radiate to another location?: nowhere 10. Symptom: How precisely is the pain located?: 6 11. Symptom: How fast did the pain appear?: 0 12. Symptom: Do you have nasal congestion or a clear runny nose? → Yes 13. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Do you attend or work in a daycare? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Bronchitis", "Cluster headache", "URTI", "Acute rhinosinusitis", "Chagas", "Anemia", "Chronic rhinosinusitis" ]
[ "j40", "g44.009", "j06.9", "j01", "B57", "D64.9", "j32" ]
[ "Bronchitis", "Cluster headache", "URTI", "Acute rhinosinusitis", "Chagas", "Anemia", "Chronic rhinosinusitis", "j40", "g44.009", "j06.9", "j01", "B57", "D64.9", "j32" ]
[ 0.2344, 0.196, 0.1902, 0.1372, 0.0901, 0.0901, 0.0619 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchitis (ICD-10: j40) Probability: 0.2344 (23.44%) 2. Cluster headache (ICD-10: g44.009) Probability: 0.1960 (19.60%) 3. URTI (ICD-10: j06.9) Probability: 0.1902 (19.02%) 4. Acute rhinosinusitis (ICD-10: j01) Probability: 0.1372 (13.72%) 5. Chagas (ICD-10: B57) Probability: 0.0901 (9.01%) 6. Anemia (ICD-10: D64.9) Probability: 0.0901 (9.01%) 7. Chronic rhinosinusitis (ICD-10: j32) Probability: 0.0619 (6.19%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 11 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have chest pain even at rest? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: heartbreaking 4. Symptom: Characterize your pain:: violent 5. Symptom: Do you feel pain somewhere?: lower chest 6. Symptom: Do you feel pain somewhere?: side of the chest(R) 7. Symptom: Do you feel pain somewhere?: side of the chest(L) 8. Symptom: Do you feel pain somewhere?: breast(R) 9. Symptom: Do you feel pain somewhere?: breast(L) 10. Symptom: How intense is the pain?: 9 11. Symptom: Does the pain radiate to another location?: nowhere 12. Symptom: How precisely is the pain located?: 5 13. Symptom: How fast did the pain appear?: 10 14. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 15. Symptom: Do you have pain that is increased when you breathe in deeply? → Yes Antecedents: 1. Antecedent: Have you ever had a spontaneous pneumothorax? → Yes 2. Antecedent: Have any of your family members ever had a pneumothorax? → Yes 3. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Spontaneous pneumothorax", "Pulmonary embolism", "Pericarditis", "Guillain-Barré syndrome", "Myocarditis", "Atrial fibrillation", "GERD", "Acute dystonic reactions", "Myasthenia gravis", "Anemia", "Sarcoidosis", "Scombroid food poisoning" ]
[ "J93", "i26", "I30", "G61.0", "I51.4", "I48.91", "K21", "G24.02", "G70.0", "D64.9", "d86", "T61.1" ]
[ "Spontaneous pneumothorax", "Pulmonary embolism", "Pericarditis", "Guillain-Barré syndrome", "Myocarditis", "Atrial fibrillation", "GERD", "Acute dystonic reactions", "Myasthenia gravis", "Anemia", "Sarcoidosis", "Scombroid food poisoning", "J93", "i26", "I30", "G61.0", "I51.4", "I...
[ 0.1425, 0.1405, 0.0974, 0.0889, 0.0875, 0.0849, 0.0796, 0.0626, 0.0626, 0.0626, 0.0513, 0.0396 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Spontaneous pneumothorax (ICD-10: J93) Probability: 0.1425 (14.25%) 2. Pulmonary embolism (ICD-10: i26) Probability: 0.1405 (14.05%) 3. Pericarditis (ICD-10: I30) Probability: 0.0974 (9.74%) 4. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0889 (8.89%) 5. Myocarditis (ICD-10: I51.4) Probability: 0.0875 (8.75%) 6. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0849 (8.49%) 7. GERD (ICD-10: K21) Probability: 0.0796 (7.96%) 8. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0626 (6.26%) 9. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0626 (6.26%) 10. Anemia (ICD-10: D64.9) Probability: 0.0626 (6.26%) 11. Sarcoidosis (ICD-10: d86) Probability: 0.0513 (5.13%) 12. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0396 (3.96%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 40 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Characterize your pain:: tugging 4. Symptom: Characterize your pain:: exhausting 5. Symptom: Do you feel pain somewhere?: top of the head 6. Symptom: Do you feel pain somewhere?: forehead 7. Symptom: Do you feel pain somewhere?: temple(R) 8. Symptom: How intense is the pain?: 1 9. Symptom: Does the pain radiate to another location?: nowhere 10. Symptom: How precisely is the pain located?: 2 11. Symptom: How fast did the pain appear?: 5 12. Symptom: Do you feel slightly dizzy or lightheaded? → Yes 13. Symptom: Do you feel lightheaded and dizzy or do you feel like you are about to faint? → Yes 14. Symptom: Do you feel so tired that you are unable to do your usual activities or are you stuck in your bed all day long? → Yes 15. Symptom: Do you constantly feel fatigued or do you have non-restful sleep? → Yes 16. Symptom: Have you recently had stools that were black (like coal)? → Yes 17. Symptom: Is your skin much paler than usual? → Yes 18. Symptom: Have you noticed light red blood or blood clots in your stool? → Yes Antecedents: 1. Antecedent: Do you have a poor diet? → Yes 2. Antecedent: Have you ever had a diagnosis of anemia? → Yes 3. Antecedent: Have you traveled out of the country in the last 4 weeks?: South East Asia 4. Antecedent: Is your BMI less than 18.5, or are you underweight? → Yes
[ "Anemia", "Cluster headache", "PSVT", "Atrial fibrillation" ]
[ "D64.9", "g44.009", "I47.1", "I48.91" ]
[ "Anemia", "Cluster headache", "PSVT", "Atrial fibrillation", "D64.9", "g44.009", "I47.1", "I48.91" ]
[ 0.5068, 0.1846, 0.1574, 0.1513 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Anemia (ICD-10: D64.9) Probability: 0.5068 (50.68%) 2. Cluster headache (ICD-10: g44.009) Probability: 0.1846 (18.46%) 3. PSVT (ICD-10: I47.1) Probability: 0.1574 (15.74%) 4. Atrial fibrillation (ICD-10: I48.91) Probability: 0.1513 (15.13%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 18 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you been coughing up blood? → Yes 2. Symptom: Do you have a cough that produces colored or more abundant sputum than usual? → Yes Antecedents: 1. Antecedent: Do you have Rheumatoid Arthritis? → Yes 2. Antecedent: Have you ever had pneumonia? → Yes 3. Antecedent: Do you have a chronic obstructive pulmonary disease (COPD)? → Yes 4. Antecedent: Do you have asthma or have you ever had to use a bronchodilator in the past? → Yes 5. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 6. Antecedent: Are you immunosuppressed? → Yes
[ "Bronchitis", "Pneumonia", "Bronchiectasis", "Tuberculosis", "Pulmonary embolism" ]
[ "j40", "j17, j18", "J47", "a15", "i26" ]
[ "Bronchitis", "Pneumonia", "Bronchiectasis", "Tuberculosis", "Pulmonary embolism", "j40", "j17, j18", "J47", "a15", "i26" ]
[ 0.2803, 0.2385, 0.2159, 0.1767, 0.0886 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchitis (ICD-10: j40) Probability: 0.2803 (28.03%) 2. Pneumonia (ICD-10: j17, j18) Probability: 0.2385 (23.85%) 3. Bronchiectasis (ICD-10: J47) Probability: 0.2159 (21.59%) 4. Tuberculosis (ICD-10: a15) Probability: 0.1767 (17.67%) 5. Pulmonary embolism (ICD-10: i26) Probability: 0.0886 (8.86%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 19 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sharp 3. Symptom: Do you feel pain somewhere?: lower chest 4. Symptom: Do you feel pain somewhere?: side of the chest(L) 5. Symptom: Do you feel pain somewhere?: flank(R) 6. Symptom: Do you feel pain somewhere?: hypochondrium(L) 7. Symptom: Do you feel pain somewhere?: pubis 8. Symptom: How intense is the pain?: 7 9. Symptom: Does the pain radiate to another location?: nowhere 10. Symptom: How precisely is the pain located?: 7 11. Symptom: How fast did the pain appear?: 10 12. Symptom: Do you feel like you are (or were) choking or suffocating? → Yes 13. Symptom: Do you feel lightheaded and dizzy or do you feel like you are about to faint? → Yes 14. Symptom: Do you feel like you are dying or were you afraid that you were about do die? → Yes 15. Symptom: Are you feeling nauseous or do you feel like vomiting? → Yes 16. Symptom: Have you recently had numbness, loss of sensation or tingling, in both arms and legs and around your mouth? → Yes 17. Symptom: Do you feel like you are detached from your own body or your surroundings? → Yes Antecedents: 1. Antecedent: Do you feel anxious? → Yes 2. Antecedent: Do you drink alcohol excessively or do you have an addiction to alcohol? → Yes 3. Antecedent: Have you ever been diagnosed with depression? → Yes 4. Antecedent: Do you suffer from chronic anxiety? → Yes 5. Antecedent: Do you suffer from fibromyalgia? → Yes 6. Antecedent: Have you ever had a head trauma? → Yes 7. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Panic attack", "Guillain-Barré syndrome", "Possible NSTEMI / STEMI", "Anaphylaxis", "Unstable angina", "Boerhaave", "Anemia", "GERD", "Pancreatic neoplasm", "Scombroid food poisoning", "Chagas", "Stable angina" ]
[ "f41", "G61.0", "I21", "T78.0", "I20.0", "K22.3", "D64.9", "K21", "c25", "T61.1", "B57", "I20.9" ]
[ "Panic attack", "Guillain-Barré syndrome", "Possible NSTEMI / STEMI", "Anaphylaxis", "Unstable angina", "Boerhaave", "Anemia", "GERD", "Pancreatic neoplasm", "Scombroid food poisoning", "Chagas", "Stable angina", "f41", "G61.0", "I21", "T78.0", "I20.0", "K22.3", "D64.9", "K21",...
[ 0.1729, 0.1219, 0.1155, 0.1006, 0.0929, 0.0892, 0.0886, 0.0834, 0.0476, 0.0412, 0.0333, 0.0128 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Panic attack (ICD-10: f41) Probability: 0.1729 (17.29%) 2. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.1219 (12.19%) 3. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.1155 (11.55%) 4. Anaphylaxis (ICD-10: T78.0) Probability: 0.1006 (10.06%) 5. Unstable angina (ICD-10: I20.0) Probability: 0.0929 (9.29%) 6. Boerhaave (ICD-10: K22.3) Probability: 0.0892 (8.92%) 7. Anemia (ICD-10: D64.9) Probability: 0.0886 (8.86%) 8. GERD (ICD-10: K21) Probability: 0.0834 (8.34%) 9. Pancreatic neoplasm (ICD-10: c25) Probability: 0.0476 (4.76%) 10. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0412 (4.12%) 11. Chagas (ICD-10: B57) Probability: 0.0333 (3.33%) 12. Stable angina (ICD-10: I20.9) Probability: 0.0128 (1.28%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 43 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you been coughing up blood? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: a knife stroke 4. Symptom: Do you feel pain somewhere?: side of the chest(R) 5. Symptom: How intense is the pain?: 3 6. Symptom: Does the pain radiate to another location?: nowhere 7. Symptom: How precisely is the pain located?: 7 8. Symptom: How fast did the pain appear?: 2 9. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 10. Symptom: Do you have a cough that produces colored or more abundant sputum than usual? → Yes 11. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 12. Symptom: What color is the rash?: pink 13. Symptom: Do your lesions peel off?: Y 14. Symptom: Is the rash swollen?: 1 15. Symptom: Where is the affected region located?: back of the neck 16. Symptom: Where is the affected region located?: thoracic spine 17. Symptom: Where is the affected region located?: commissure(R) 18. Symptom: Where is the affected region located?: buttock(R) 19. Symptom: Where is the affected region located?: shoulder(L) 20. Symptom: How intense is the pain caused by the rash?: 2 21. Symptom: Is the lesion (or are the lesions) larger than 1cm?: N 22. Symptom: How severe is the itching?: 2 23. Symptom: Do you have diffuse (widespread) muscle pain? → Yes 24. Symptom: Have you recently had a loss of appetite or do you get full more quickly then usually? → Yes 25. Symptom: Have you noticed any new fatigue, generalized and vague discomfort, diffuse (widespread) muscle aches or a change in your general well-being related to your consultation today? → Yes 26. Symptom: Do you have nasal congestion or a clear runny nose? → Yes 27. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Do you drink alcohol excessively or do you have an addiction to alcohol? → Yes 2. Antecedent: Do you smoke cigarettes? → Yes 3. Antecedent: Do you have Parkinson’s disease? → Yes 4. Antecedent: Do you have heart failure? → Yes 5. Antecedent: Have you ever had pneumonia? → Yes 6. Antecedent: Do you have a chronic obstructive pulmonary disease (COPD)? → Yes 7. Antecedent: Do you have asthma or have you ever had to use a bronchodilator in the past? → Yes 8. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 9. Antecedent: Is your BMI less than 18.5, or are you underweight? → Yes 10. Antecedent: Are your vaccinations up to date? → Yes
[ "Bronchiectasis", "Pulmonary neoplasm", "Bronchitis", "Pneumonia", "Panic attack", "Possible NSTEMI / STEMI", "Acute COPD exacerbation / infection", "Unstable angina", "Myocarditis", "Tuberculosis", "Stable angina", "Spontaneous pneumothorax", "URTI", "Guillain-Barré syndrome", "Bronchos...
[ "J47", "c34", "j40", "j17, j18", "f41", "I21", "j44.1", "I20.0", "I51.4", "a15", "I20.9", "J93", "j06.9", "G61.0", "J45", "I48.91", "S22.9", "G24.02", "G70.0", "D64.9", "I47.1", "c25" ]
[ "Bronchiectasis", "Pulmonary neoplasm", "Bronchitis", "Pneumonia", "Panic attack", "Possible NSTEMI / STEMI", "Acute COPD exacerbation / infection", "Unstable angina", "Myocarditis", "Tuberculosis", "Stable angina", "Spontaneous pneumothorax", "URTI", "Guillain-Barré syndrome", "Bronchos...
[ 0.0723, 0.0706, 0.0681, 0.063, 0.0602, 0.0597, 0.0558, 0.0547, 0.0532, 0.0505, 0.0467, 0.0423, 0.0408, 0.0399, 0.0387, 0.0381, 0.0372, 0.0281, 0.0281, 0.0281, 0.015, 0.0089 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchiectasis (ICD-10: J47) Probability: 0.0723 (7.23%) 2. Pulmonary neoplasm (ICD-10: c34) Probability: 0.0706 (7.06%) 3. Bronchitis (ICD-10: j40) Probability: 0.0681 (6.81%) 4. Pneumonia (ICD-10: j17, j18) Probability: 0.0630 (6.30%) 5. Panic attack (ICD-10: f41) Probability: 0.0602 (6.02%) 6. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0597 (5.97%) 7. Acute COPD exacerbation / infection (ICD-10: j44.1) Probability: 0.0558 (5.58%) 8. Unstable angina (ICD-10: I20.0) Probability: 0.0547 (5.47%) 9. Myocarditis (ICD-10: I51.4) Probability: 0.0532 (5.32%) 10. Tuberculosis (ICD-10: a15) Probability: 0.0505 (5.05%) 11. Stable angina (ICD-10: I20.9) Probability: 0.0467 (4.67%) 12. Spontaneous pneumothorax (ICD-10: J93) Probability: 0.0423 (4.23%) 13. URTI (ICD-10: j06.9) Probability: 0.0408 (4.08%) 14. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0399 (3.99%) 15. Bronchospasm / acute asthma exacerbation (ICD-10: J45) Probability: 0.0387 (3.87%) 16. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0381 (3.81%) 17. Spontaneous rib fracture (ICD-10: S22.9) Probability: 0.0372 (3.72%) 18. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0281 (2.81%) 19. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0281 (2.81%) 20. Anemia (ICD-10: D64.9) Probability: 0.0281 (2.81%) 21. PSVT (ICD-10: I47.1) Probability: 0.0150 (1.50%) 22. Pancreatic neoplasm (ICD-10: c25) Probability: 0.0089 (0.89%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 15 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you been coughing up blood? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: sensitive 4. Symptom: Characterize your pain:: burning 5. Symptom: Do you feel pain somewhere?: tonsil(R) 6. Symptom: Do you feel pain somewhere?: tonsil(L) 7. Symptom: Do you feel pain somewhere?: thyroid cartilage 8. Symptom: Do you feel pain somewhere?: palace 9. Symptom: Do you feel pain somewhere?: under the jaw 10. Symptom: How intense is the pain?: 4 11. Symptom: Does the pain radiate to another location?: nowhere 12. Symptom: How precisely is the pain located?: 4 13. Symptom: How fast did the pain appear?: 5 Antecedents: 1. Antecedent: Have you been in contact with a person with similar symptoms in the past 2 weeks? → Yes 2. Antecedent: Do you live with 4 or more people? → Yes 3. Antecedent: Do you attend or work in a daycare? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 5. Antecedent: Are you immunosuppressed? → Yes
[ "Viral pharyngitis" ]
[ "J02.9" ]
[ "Viral pharyngitis", "J02.9" ]
[ 1 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Viral pharyngitis (ICD-10: J02.9) Probability: 1.0000 (100.00%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 26 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Do you feel pain somewhere?: lower chest 4. Symptom: Do you feel pain somewhere?: ankle(R) 5. Symptom: Do you feel pain somewhere?: ankle(L) 6. Symptom: Do you feel pain somewhere?: upper chest 7. Symptom: Do you feel pain somewhere?: breast(L) 8. Symptom: How intense is the pain?: 6 9. Symptom: Does the pain radiate to another location?: chin 10. Symptom: Does the pain radiate to another location?: scapula(L) 11. Symptom: Does the pain radiate to another location?: triceps(R) 12. Symptom: Does the pain radiate to another location?: shoulder(R) 13. Symptom: Does the pain radiate to another location?: shoulder(L) 14. Symptom: How precisely is the pain located?: 1 15. Symptom: How fast did the pain appear?: 2 16. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 17. Symptom: Do you have swelling in one or more areas of your body? → Yes 18. Symptom: Where is the swelling located?: ankle(R) 19. Symptom: Where is the swelling located?: calf(L) 20. Symptom: Where is the swelling located?: tibia(L) 21. Symptom: Are your symptoms worse when lying down and alleviated while sitting up? → Yes 22. Symptom: Do you have symptoms that are increased with physical exertion but alleviated with rest? → Yes Antecedents: 1. Antecedent: Do you currently undergo dialysis? → Yes 2. Antecedent: Have you ever had a heart attack or do you have angina (chest pain)? → Yes 3. Antecedent: Do you have heart failure? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Acute pulmonary edema", "Unstable angina", "Possible NSTEMI / STEMI", "SLE", "Stable angina", "Anaphylaxis", "Myocarditis", "Pericarditis", "GERD", "Pulmonary embolism", "Atrial fibrillation", "Panic attack", "Guillain-Barré syndrome", "Acute dystonic reactions", "Myasthenia gravis", ...
[ "J81.0", "I20.0", "I21", "M34", "I20.9", "T78.0", "I51.4", "I30", "K21", "i26", "I48.91", "f41", "G61.0", "G24.02", "G70.0", "D64.9", "B57", "d86", "T61.1" ]
[ "Acute pulmonary edema", "Unstable angina", "Possible NSTEMI / STEMI", "SLE", "Stable angina", "Anaphylaxis", "Myocarditis", "Pericarditis", "GERD", "Pulmonary embolism", "Atrial fibrillation", "Panic attack", "Guillain-Barré syndrome", "Acute dystonic reactions", "Myasthenia gravis", ...
[ 0.0826, 0.0722, 0.0691, 0.0684, 0.0672, 0.0651, 0.0645, 0.0628, 0.0609, 0.0592, 0.0543, 0.0524, 0.0468, 0.033, 0.033, 0.033, 0.0276, 0.027, 0.0209 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.0826 (8.26%) 2. Unstable angina (ICD-10: I20.0) Probability: 0.0722 (7.22%) 3. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0691 (6.91%) 4. SLE (ICD-10: M34) Probability: 0.0684 (6.84%) 5. Stable angina (ICD-10: I20.9) Probability: 0.0672 (6.72%) 6. Anaphylaxis (ICD-10: T78.0) Probability: 0.0651 (6.51%) 7. Myocarditis (ICD-10: I51.4) Probability: 0.0645 (6.45%) 8. Pericarditis (ICD-10: I30) Probability: 0.0628 (6.28%) 9. GERD (ICD-10: K21) Probability: 0.0609 (6.09%) 10. Pulmonary embolism (ICD-10: i26) Probability: 0.0592 (5.92%) 11. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0543 (5.43%) 12. Panic attack (ICD-10: f41) Probability: 0.0524 (5.24%) 13. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0468 (4.68%) 14. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0330 (3.30%) 15. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0330 (3.30%) 16. Anemia (ICD-10: D64.9) Probability: 0.0330 (3.30%) 17. Chagas (ICD-10: B57) Probability: 0.0276 (2.76%) 18. Sarcoidosis (ICD-10: d86) Probability: 0.0270 (2.70%) 19. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0209 (2.09%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 50 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: haunting 3. Symptom: Characterize your pain:: a knife stroke 4. Symptom: Characterize your pain:: tugging 5. Symptom: Characterize your pain:: violent 6. Symptom: Characterize your pain:: sharp 7. Symptom: Do you feel pain somewhere?: cheek(R) 8. Symptom: Do you feel pain somewhere?: eye(R) 9. Symptom: Do you feel pain somewhere?: eye(L) 10. Symptom: Do you feel pain somewhere?: temple(L) 11. Symptom: How intense is the pain?: 8 12. Symptom: Does the pain radiate to another location?: nowhere 13. Symptom: How precisely is the pain located?: 6 14. Symptom: How fast did the pain appear?: 9 15. Symptom: Do you have nasal congestion or a clear runny nose? → Yes Antecedents: 1. Antecedent: Do you take medication that dilates your blood vessels? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Cluster headache" ]
[ "g44.009" ]
[ "Cluster headache", "g44.009" ]
[ 1 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Cluster headache (ICD-10: g44.009) Probability: 1.0000 (100.00%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 4 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you had significantly increased sweating? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: sensitive 4. Symptom: Characterize your pain:: exhausting 5. Symptom: Do you feel pain somewhere?: back of head 6. Symptom: Do you feel pain somewhere?: side of the neck(R) 7. Symptom: Do you feel pain somewhere?: side of the neck(L) 8. Symptom: Do you feel pain somewhere?: forehead 9. Symptom: Do you feel pain somewhere?: occiput 10. Symptom: How intense is the pain?: 5 11. Symptom: Does the pain radiate to another location?: nowhere 12. Symptom: How precisely is the pain located?: 7 13. Symptom: How fast did the pain appear?: 4 14. Symptom: Do you feel so tired that you are unable to do your usual activities or are you stuck in your bed all day long? → Yes 15. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 16. Symptom: Have you had chills or shivers? → Yes 17. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 18. Symptom: What color is the rash?: pink 19. Symptom: Do your lesions peel off?: N 20. Symptom: Is the rash swollen?: 2 21. Symptom: Where is the affected region located?: back of the neck 22. Symptom: Where is the affected region located?: forehead 23. Symptom: How intense is the pain caused by the rash?: 3 24. Symptom: Is the lesion (or are the lesions) larger than 1cm?: Y 25. Symptom: How severe is the itching?: 3 26. Symptom: Do you have diffuse (widespread) muscle pain? → Yes 27. Symptom: Do you have nasal congestion or a clear runny nose? → Yes 28. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Do you smoke cigarettes? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: North America
[ "Influenza", "Pneumonia", "URTI", "Bronchitis", "Chagas", "Acute rhinosinusitis", "Tuberculosis", "Chronic rhinosinusitis", "Scombroid food poisoning", "Anemia", "Croup", "Anaphylaxis" ]
[ "j11.1", "j17, j18", "j06.9", "j40", "B57", "j01", "a15", "j32", "T61.1", "D64.9", "J05.0", "T78.0" ]
[ "Influenza", "Pneumonia", "URTI", "Bronchitis", "Chagas", "Acute rhinosinusitis", "Tuberculosis", "Chronic rhinosinusitis", "Scombroid food poisoning", "Anemia", "Croup", "Anaphylaxis", "j11.1", "j17, j18", "j06.9", "j40", "B57", "j01", "a15", "j32", "T61.1", "D64.9", "J0...
[ 0.1339, 0.1186, 0.1137, 0.0924, 0.0749, 0.0715, 0.0686, 0.0674, 0.0483, 0.0472, 0.0447, 0.0038 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Influenza (ICD-10: j11.1) Probability: 0.1339 (13.39%) 2. Pneumonia (ICD-10: j17, j18) Probability: 0.1186 (11.86%) 3. HIV (initial infection) (ICD-10: B20) Probability: 0.1150 (11.50%) 4. URTI (ICD-10: j06.9) Probability: 0.1137 (11.37%) 5. Bronchitis (ICD-10: j40) Probability: 0.0924 (9.24%) 6. Chagas (ICD-10: B57) Probability: 0.0749 (7.49%) 7. Acute rhinosinusitis (ICD-10: j01) Probability: 0.0715 (7.15%) 8. Tuberculosis (ICD-10: a15) Probability: 0.0686 (6.86%) 9. Chronic rhinosinusitis (ICD-10: j32) Probability: 0.0674 (6.74%) 10. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0483 (4.83%) 11. Anemia (ICD-10: D64.9) Probability: 0.0472 (4.72%) 12. Croup (ICD-10: J05.0) Probability: 0.0447 (4.47%) 13. Anaphylaxis (ICD-10: T78.0) Probability: 0.0038 (0.38%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 13 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Characterize your pain:: tugging 4. Symptom: Characterize your pain:: burning 5. Symptom: Characterize your pain:: scary 6. Symptom: Do you feel pain somewhere?: upper chest 7. Symptom: Do you feel pain somewhere?: hypochondrium(R) 8. Symptom: Do you feel pain somewhere?: hypochondrium(L) 9. Symptom: How intense is the pain?: 6 10. Symptom: Does the pain radiate to another location?: lower chest 11. Symptom: Does the pain radiate to another location?: upper chest 12. Symptom: How precisely is the pain located?: 4 13. Symptom: How fast did the pain appear?: 1 14. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Do you smoke cigarettes? → Yes 2. Antecedent: Do you have a hiatal hernia? → Yes 3. Antecedent: Do you have asthma or have you ever had to use a bronchodilator in the past? → Yes 4. Antecedent: Do you think you are pregnant or are you currently pregnant? → Yes 5. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Bronchitis", "Spontaneous rib fracture", "GERD", "Pericarditis", "Anaphylaxis" ]
[ "j40", "S22.9", "K21", "I30", "T78.0" ]
[ "Bronchitis", "Spontaneous rib fracture", "GERD", "Pericarditis", "Anaphylaxis", "j40", "S22.9", "K21", "I30", "T78.0" ]
[ 0.3691, 0.2456, 0.161, 0.1418, 0.0825 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchitis (ICD-10: j40) Probability: 0.3691 (36.91%) 2. Spontaneous rib fracture (ICD-10: S22.9) Probability: 0.2456 (24.56%) 3. GERD (ICD-10: K21) Probability: 0.1610 (16.10%) 4. Pericarditis (ICD-10: I30) Probability: 0.1418 (14.18%) 5. Anaphylaxis (ICD-10: T78.0) Probability: 0.0825 (8.25%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 53 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you noticed weakness in your facial muscles and/or eyes? → Yes 2. Symptom: Do you currently, or did you ever, have numbness, loss of sensitivity or tingling anywhere on your body? → Yes Antecedents: 1. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Guillain-Barré syndrome" ]
[ "G61.0" ]
[ "Guillain-Barré syndrome", "G61.0" ]
[ 1 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 1.0000 (100.00%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 26 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 2. Symptom: Have you noticed weakness in your facial muscles and/or eyes? → Yes 3. Symptom: Do you feel weakness in both arms and/or both legs? → Yes 4. Symptom: Do you have numbness, loss of sensation or tingling in the feet? → Yes 5. Symptom: Have you had weakness or paralysis on one side of the face, which may still be present or completely resolved? → Yes 6. Symptom: Did you previously, or do you currently, have any weakness/paralysis in one or more of your limbs or in your face? → Yes 7. Symptom: Do you currently, or did you ever, have numbness, loss of sensitivity or tingling anywhere on your body? → Yes Antecedents: 1. Antecedent: Have you recently had a viral infection? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Guillain-Barré syndrome", "Myasthenia gravis", "Pulmonary embolism", "Acute pulmonary edema", "Atrial fibrillation", "Acute dystonic reactions", "Anemia", "Anaphylaxis", "Scombroid food poisoning", "PSVT", "Panic attack", "SLE" ]
[ "G61.0", "G70.0", "i26", "J81.0", "I48.91", "G24.02", "D64.9", "T78.0", "T61.1", "I47.1", "f41", "M34" ]
[ "Guillain-Barré syndrome", "Myasthenia gravis", "Pulmonary embolism", "Acute pulmonary edema", "Atrial fibrillation", "Acute dystonic reactions", "Anemia", "Anaphylaxis", "Scombroid food poisoning", "PSVT", "Panic attack", "SLE", "G61.0", "G70.0", "i26", "J81.0", "I48.91", "G24.02"...
[ 0.1914, 0.1395, 0.1147, 0.1074, 0.0938, 0.0691, 0.0691, 0.0691, 0.0437, 0.0369, 0.0331, 0.032 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.1914 (19.14%) 2. Myasthenia gravis (ICD-10: G70.0) Probability: 0.1395 (13.95%) 3. Pulmonary embolism (ICD-10: i26) Probability: 0.1147 (11.47%) 4. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.1074 (10.74%) 5. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0938 (9.38%) 6. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0691 (6.91%) 7. Anemia (ICD-10: D64.9) Probability: 0.0691 (6.91%) 8. Anaphylaxis (ICD-10: T78.0) Probability: 0.0691 (6.91%) 9. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0437 (4.37%) 10. PSVT (ICD-10: I47.1) Probability: 0.0369 (3.69%) 11. Panic attack (ICD-10: f41) Probability: 0.0331 (3.31%) 12. SLE (ICD-10: M34) Probability: 0.0320 (3.20%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 20 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Do you feel pain somewhere?: tonsil(L) 4. Symptom: Do you feel pain somewhere?: thyroid cartilage 5. Symptom: Do you feel pain somewhere?: palace 6. Symptom: Do you feel pain somewhere?: under the jaw 7. Symptom: How intense is the pain?: 1 8. Symptom: Does the pain radiate to another location?: nowhere 9. Symptom: How precisely is the pain located?: 2 10. Symptom: How fast did the pain appear?: 0 11. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 12. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Do you attend or work in a daycare? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Bronchitis", "Acute laryngitis", "Tuberculosis", "Viral pharyngitis", "Possible NSTEMI / STEMI", "Unstable angina", "Epiglottitis", "Pneumonia", "Influenza", "Chagas", "Stable angina" ]
[ "j40", "J04.0", "a15", "J02.9", "I21", "I20.0", "J05.1", "j17, j18", "j11.1", "B57", "I20.9" ]
[ "Bronchitis", "Acute laryngitis", "Tuberculosis", "Viral pharyngitis", "Possible NSTEMI / STEMI", "Unstable angina", "Epiglottitis", "Pneumonia", "Influenza", "Chagas", "Stable angina", "j40", "J04.0", "a15", "J02.9", "I21", "I20.0", "J05.1", "j17, j18", "j11.1", "B57", "I2...
[ 0.1799, 0.1194, 0.1142, 0.1073, 0.0976, 0.0911, 0.0889, 0.0685, 0.0565, 0.0431, 0.0335 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchitis (ICD-10: j40) Probability: 0.1799 (17.99%) 2. Acute laryngitis (ICD-10: J04.0) Probability: 0.1194 (11.94%) 3. Tuberculosis (ICD-10: a15) Probability: 0.1142 (11.42%) 4. Viral pharyngitis (ICD-10: J02.9) Probability: 0.1073 (10.73%) 5. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0976 (9.76%) 6. Unstable angina (ICD-10: I20.0) Probability: 0.0911 (9.11%) 7. Epiglottitis (ICD-10: J05.1) Probability: 0.0889 (8.89%) 8. Pneumonia (ICD-10: j17, j18) Probability: 0.0685 (6.85%) 9. Influenza (ICD-10: j11.1) Probability: 0.0565 (5.65%) 10. Chagas (ICD-10: B57) Probability: 0.0431 (4.31%) 11. Stable angina (ICD-10: I20.9) Probability: 0.0335 (3.35%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 33 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: burning 3. Symptom: Characterize your pain:: sharp 4. Symptom: Do you feel pain somewhere?: mouth 5. Symptom: Do you feel pain somewhere?: forehead 6. Symptom: Do you feel pain somewhere?: cheek(R) 7. Symptom: Do you feel pain somewhere?: eye(R) 8. Symptom: Do you feel pain somewhere?: temple(L) 9. Symptom: How intense is the pain?: 5 10. Symptom: Does the pain radiate to another location?: back of head 11. Symptom: Does the pain radiate to another location?: forehead 12. Symptom: Does the pain radiate to another location?: temple(L) 13. Symptom: How precisely is the pain located?: 7 14. Symptom: How fast did the pain appear?: 0 15. Symptom: Do you have greenish or yellowish nasal discharge? → Yes 16. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Do you smoke cigarettes? → Yes 2. Antecedent: Have you had a cold in the last 2 weeks? → Yes 3. Antecedent: Have you ever had pneumonia? → Yes 4. Antecedent: Do you have polyps in your nose? → Yes 5. Antecedent: Do you have a deviated nasal septum? → Yes 6. Antecedent: Do you have asthma or have you ever had to use a bronchodilator in the past? → Yes 7. Antecedent: Have you ever been diagnosed with gastroesophageal reflux? → Yes 8. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 9. Antecedent: Are you more likely to develop common allergies than the general population? → Yes
[ "Acute rhinosinusitis", "Bronchitis", "Chronic rhinosinusitis", "Acute laryngitis", "Viral pharyngitis", "Cluster headache", "Chagas", "Anemia" ]
[ "j01", "j40", "j32", "J04.0", "J02.9", "g44.009", "B57", "D64.9" ]
[ "Acute rhinosinusitis", "Bronchitis", "Chronic rhinosinusitis", "Acute laryngitis", "Viral pharyngitis", "Cluster headache", "Chagas", "Anemia", "j01", "j40", "j32", "J04.0", "J02.9", "g44.009", "B57", "D64.9" ]
[ 0.2019, 0.1815, 0.1306, 0.129, 0.1158, 0.1083, 0.0664, 0.0664 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Acute rhinosinusitis (ICD-10: j01) Probability: 0.2019 (20.19%) 2. Bronchitis (ICD-10: j40) Probability: 0.1815 (18.15%) 3. Chronic rhinosinusitis (ICD-10: j32) Probability: 0.1306 (13.06%) 4. Acute laryngitis (ICD-10: J04.0) Probability: 0.1290 (12.90%) 5. Viral pharyngitis (ICD-10: J02.9) Probability: 0.1158 (11.58%) 6. Cluster headache (ICD-10: g44.009) Probability: 0.1083 (10.83%) 7. Chagas (ICD-10: B57) Probability: 0.0664 (6.64%) 8. Anemia (ICD-10: D64.9) Probability: 0.0664 (6.64%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 11 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Characterize your pain:: sharp 4. Symptom: Do you feel pain somewhere?: ear(L) 5. Symptom: How intense is the pain?: 7 6. Symptom: Does the pain radiate to another location?: nowhere 7. Symptom: How precisely is the pain located?: 7 8. Symptom: How fast did the pain appear?: 1 9. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 10. Symptom: Do you have nasal congestion or a clear runny nose? → Yes 11. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 2. Antecedent: Are your vaccinations up to date? → Yes
[ "URTI", "Acute otitis media", "Bronchitis", "Influenza", "Tuberculosis", "Chagas" ]
[ "j06.9", "H66.90", "j40", "j11.1", "a15", "B57" ]
[ "URTI", "Acute otitis media", "Bronchitis", "Influenza", "Tuberculosis", "Chagas", "j06.9", "H66.90", "j40", "j11.1", "a15", "B57" ]
[ 0.2491, 0.2402, 0.2181, 0.1341, 0.1264, 0.0321 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. URTI (ICD-10: j06.9) Probability: 0.2491 (24.91%) 2. Acute otitis media (ICD-10: H66.90) Probability: 0.2402 (24.02%) 3. Bronchitis (ICD-10: j40) Probability: 0.2181 (21.81%) 4. Influenza (ICD-10: j11.1) Probability: 0.1341 (13.41%) 5. Tuberculosis (ICD-10: a15) Probability: 0.1264 (12.64%) 6. Chagas (ICD-10: B57) Probability: 0.0321 (3.21%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 39 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Do you feel pain somewhere?: side of the chest(L) 4. Symptom: Do you feel pain somewhere?: posterior chest wall(R) 5. Symptom: How intense is the pain?: 5 6. Symptom: Does the pain radiate to another location?: nowhere 7. Symptom: How precisely is the pain located?: 4 8. Symptom: How fast did the pain appear?: 4 9. Symptom: Do you have a cough that produces colored or more abundant sputum than usual? → Yes 10. Symptom: Do you have a fever (either felt or measured with a thermometer)? → Yes 11. Symptom: Do you have nasal congestion or a clear runny nose? → Yes 12. Symptom: Do you have a cough? → Yes 13. Symptom: Are your symptoms more prominent at night? → Yes Antecedents: 1. Antecedent: Do you have a chronic obstructive pulmonary disease (COPD)? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 3. Antecedent: Are your vaccinations up to date? → Yes
[ "Bronchitis", "Pneumonia", "URTI", "Tuberculosis", "Possible NSTEMI / STEMI", "Influenza", "Unstable angina", "Bronchiectasis", "Stable angina", "Chagas" ]
[ "j40", "j17, j18", "j06.9", "a15", "I21", "j11.1", "I20.0", "J47", "I20.9", "B57" ]
[ "Bronchitis", "Pneumonia", "URTI", "Tuberculosis", "Possible NSTEMI / STEMI", "Influenza", "Unstable angina", "Bronchiectasis", "Stable angina", "Chagas", "j40", "j17, j18", "j06.9", "a15", "I21", "j11.1", "I20.0", "J47", "I20.9", "B57" ]
[ 0.1745, 0.154, 0.1356, 0.0988, 0.0957, 0.0913, 0.0875, 0.0842, 0.0412, 0.0372 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchitis (ICD-10: j40) Probability: 0.1745 (17.45%) 2. Pneumonia (ICD-10: j17, j18) Probability: 0.1540 (15.40%) 3. URTI (ICD-10: j06.9) Probability: 0.1356 (13.56%) 4. Tuberculosis (ICD-10: a15) Probability: 0.0988 (9.88%) 5. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0957 (9.57%) 6. Influenza (ICD-10: j11.1) Probability: 0.0913 (9.13%) 7. Unstable angina (ICD-10: I20.0) Probability: 0.0875 (8.75%) 8. Bronchiectasis (ICD-10: J47) Probability: 0.0842 (8.42%) 9. Stable angina (ICD-10: I20.9) Probability: 0.0412 (4.12%) 10. Chagas (ICD-10: B57) Probability: 0.0372 (3.72%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 27 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have difficulty articulating words/speaking? → Yes 2. Symptom: Do you have difficulty swallowing, or have a feeling of discomfort/blockage when swallowing? → Yes 3. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 4. Symptom: Do you feel weakness in both arms and/or both legs? → Yes 5. Symptom: Do your symptoms of muscle weakness increase with fatigue and/or stress? → Yes 6. Symptom: Did you previously, or do you currently, have any weakness/paralysis in one or more of your limbs or in your face? → Yes Antecedents: 1. Antecedent: Are there any members of your family who have been diagnosed myasthenia gravis? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: North America
[ "Guillain-Barré syndrome", "Myasthenia gravis", "Myocarditis", "Atrial fibrillation", "Acute dystonic reactions", "Anemia", "Anaphylaxis", "Chagas", "Scombroid food poisoning", "PSVT", "SLE" ]
[ "G61.0", "G70.0", "I51.4", "I48.91", "G24.02", "D64.9", "T78.0", "B57", "T61.1", "I47.1", "M34" ]
[ "Guillain-Barré syndrome", "Myasthenia gravis", "Myocarditis", "Atrial fibrillation", "Acute dystonic reactions", "Anemia", "Anaphylaxis", "Chagas", "Scombroid food poisoning", "PSVT", "SLE", "G61.0", "G70.0", "I51.4", "I48.91", "G24.02", "D64.9", "T78.0", "B57", "T61.1", "I4...
[ 0.1533, 0.1512, 0.1195, 0.1145, 0.0844, 0.0844, 0.0844, 0.0707, 0.0534, 0.0451, 0.0391 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.1533 (15.33%) 2. Myasthenia gravis (ICD-10: G70.0) Probability: 0.1512 (15.12%) 3. Myocarditis (ICD-10: I51.4) Probability: 0.1195 (11.95%) 4. Atrial fibrillation (ICD-10: I48.91) Probability: 0.1145 (11.45%) 5. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0844 (8.44%) 6. Anemia (ICD-10: D64.9) Probability: 0.0844 (8.44%) 7. Anaphylaxis (ICD-10: T78.0) Probability: 0.0844 (8.44%) 8. Chagas (ICD-10: B57) Probability: 0.0707 (7.07%) 9. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0534 (5.34%) 10. PSVT (ICD-10: I47.1) Probability: 0.0451 (4.51%) 11. SLE (ICD-10: M34) Probability: 0.0391 (3.91%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 19 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you find that your symptoms have worsened over the last 2 weeks and that progressively less effort is required to cause the symptoms? → Yes 2. Symptom: Do you have chest pain even at rest? → Yes 3. Symptom: Have you had significantly increased sweating? → Yes 4. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 5. Symptom: Characterize your pain:: tedious 6. Symptom: Characterize your pain:: heavy 7. Symptom: Characterize your pain:: exhausting 8. Symptom: Do you feel pain somewhere?: lower chest 9. Symptom: Do you feel pain somewhere?: thoracic spine 10. Symptom: Do you feel pain somewhere?: upper chest 11. Symptom: Do you feel pain somewhere?: breast(R) 12. Symptom: Do you feel pain somewhere?: breast(L) 13. Symptom: How intense is the pain?: 5 14. Symptom: Does the pain radiate to another location?: biceps(R) 15. Symptom: Does the pain radiate to another location?: biceps(L) 16. Symptom: Does the pain radiate to another location?: thyroid cartilage 17. Symptom: Does the pain radiate to another location?: thoracic spine 18. Symptom: Does the pain radiate to another location?: shoulder(R) 19. Symptom: How precisely is the pain located?: 5 20. Symptom: How fast did the pain appear?: 9 21. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 22. Symptom: Do you constantly feel fatigued or do you have non-restful sleep? → Yes Antecedents: 1. Antecedent: Do you have diabetes? → Yes 2. Antecedent: Do you have high cholesterol or do you take medications to treat high cholesterol? → Yes 3. Antecedent: Do you drink alcohol excessively or do you have an addiction to alcohol? → Yes 4. Antecedent: Do you smoke cigarettes? → Yes 5. Antecedent: Do you have high blood pressure or do you take medications to treat high blood pressure? → Yes 6. Antecedent: Do you exercise regularly, 4 times per week or more? → Yes 7. Antecedent: Have you traveled out of the country in the last 4 weeks?: North America 8. Antecedent: Do you have close family members who had a cardiovascular disease problem before the age of 50? → Yes
[ "Possible NSTEMI / STEMI", "Unstable angina", "Anemia", "Guillain-Barré syndrome", "Myocarditis", "Atrial fibrillation", "GERD", "SLE", "Pericarditis", "Acute dystonic reactions", "Myasthenia gravis", "Anaphylaxis", "Acute pulmonary edema", "Chagas", "Sarcoidosis", "Panic attack", "S...
[ "I21", "I20.0", "D64.9", "G61.0", "I51.4", "I48.91", "K21", "M34", "I30", "G24.02", "G70.0", "T78.0", "J81.0", "B57", "d86", "f41", "T61.1", "I47.1" ]
[ "Possible NSTEMI / STEMI", "Unstable angina", "Anemia", "Guillain-Barré syndrome", "Myocarditis", "Atrial fibrillation", "GERD", "SLE", "Pericarditis", "Acute dystonic reactions", "Myasthenia gravis", "Anaphylaxis", "Acute pulmonary edema", "Chagas", "Sarcoidosis", "Panic attack", "S...
[ 0.1098, 0.1054, 0.0727, 0.0665, 0.0662, 0.0635, 0.0595, 0.0535, 0.0524, 0.0468, 0.0468, 0.0468, 0.0435, 0.0392, 0.0383, 0.0345, 0.0296, 0.025 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.1098 (10.98%) 2. Unstable angina (ICD-10: I20.0) Probability: 0.1054 (10.54%) 3. Anemia (ICD-10: D64.9) Probability: 0.0727 (7.27%) 4. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0665 (6.65%) 5. Myocarditis (ICD-10: I51.4) Probability: 0.0662 (6.62%) 6. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0635 (6.35%) 7. GERD (ICD-10: K21) Probability: 0.0595 (5.95%) 8. SLE (ICD-10: M34) Probability: 0.0535 (5.35%) 9. Pericarditis (ICD-10: I30) Probability: 0.0524 (5.24%) 10. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0468 (4.68%) 11. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0468 (4.68%) 12. Anaphylaxis (ICD-10: T78.0) Probability: 0.0468 (4.68%) 13. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.0435 (4.35%) 14. Chagas (ICD-10: B57) Probability: 0.0392 (3.92%) 15. Sarcoidosis (ICD-10: d86) Probability: 0.0383 (3.83%) 16. Panic attack (ICD-10: f41) Probability: 0.0345 (3.45%) 17. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0296 (2.96%) 18. PSVT (ICD-10: I47.1) Probability: 0.0250 (2.50%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 10 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you feel your abdomen is bloated or distended (swollen due to pressure from inside)? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: heavy 4. Symptom: Do you feel pain somewhere?: hip(R) 5. Symptom: Do you feel pain somewhere?: testicle(R) 6. Symptom: Do you feel pain somewhere?: testicle(L) 7. Symptom: How intense is the pain?: 5 8. Symptom: Does the pain radiate to another location?: nowhere 9. Symptom: How precisely is the pain located?: 5 10. Symptom: How fast did the pain appear?: 1 11. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 12. Symptom: What color is the rash?: pale 13. Symptom: Do your lesions peel off?: N 14. Symptom: Is the rash swollen?: 1 15. Symptom: Where is the affected region located?: iliac fossa(L) 16. Symptom: How intense is the pain caused by the rash?: 2 17. Symptom: Is the lesion (or are the lesions) larger than 1cm?: Y 18. Symptom: How severe is the itching?: 0 Antecedents: 1. Antecedent: Are you significantly overweight compared to people of the same height as you? → Yes 2. Antecedent: Were you born prematurely or did you suffer any complication at birth? → Yes 3. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Inguinal hernia" ]
[ "K40" ]
[ "Inguinal hernia", "K40" ]
[ 1 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Inguinal hernia (ICD-10: K40) Probability: 1.0000 (100.00%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 28 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sharp 3. Symptom: Do you feel pain somewhere?: forehead 4. Symptom: How intense is the pain?: 7 5. Symptom: Does the pain radiate to another location?: nowhere 6. Symptom: How precisely is the pain located?: 2 7. Symptom: How fast did the pain appear?: 5 8. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 9. Symptom: Do you feel your heart is beating fast (racing), irregularly (missing a beat) or do you feel palpitations? → Yes Antecedents: 1. Antecedent: Do you feel anxious? → Yes 2. Antecedent: Do you regularly drink coffee or tea? → Yes 3. Antecedent: Do you consume energy drinks regularly? → Yes 4. Antecedent: Do you regularly take stimulant drugs? → Yes 5. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 6. Antecedent: Have you recently taken decongestants or other substances that may have stimulant effects? → Yes
[ "Atrial fibrillation", "Pulmonary embolism", "Anemia", "PSVT", "Cluster headache", "Panic attack", "Scombroid food poisoning", "Acute dystonic reactions" ]
[ "I48.91", "i26", "D64.9", "I47.1", "g44.009", "f41", "T61.1", "G24.02" ]
[ "Atrial fibrillation", "Pulmonary embolism", "Anemia", "PSVT", "Cluster headache", "Panic attack", "Scombroid food poisoning", "Acute dystonic reactions", "I48.91", "i26", "D64.9", "I47.1", "g44.009", "f41", "T61.1", "G24.02" ]
[ 0.1756, 0.1538, 0.1312, 0.1176, 0.1154, 0.1146, 0.0928, 0.0928 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Atrial fibrillation (ICD-10: I48.91) Probability: 0.1756 (17.56%) 2. Pulmonary embolism (ICD-10: i26) Probability: 0.1538 (15.38%) 3. Anemia (ICD-10: D64.9) Probability: 0.1312 (13.12%) 4. PSVT (ICD-10: I47.1) Probability: 0.1176 (11.76%) 5. Cluster headache (ICD-10: g44.009) Probability: 0.1154 (11.54%) 6. Panic attack (ICD-10: f41) Probability: 0.1146 (11.46%) 7. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0928 (9.28%) 8. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0928 (9.28%) 9. HIV (initial infection) (ICD-10: B20) Probability: 0.0063 (0.63%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 55 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: heartbreaking 3. Symptom: Characterize your pain:: a knife stroke 4. Symptom: Characterize your pain:: sharp 5. Symptom: Do you feel pain somewhere?: breast(R) 6. Symptom: Do you feel pain somewhere?: posterior chest wall(R) 7. Symptom: Do you feel pain somewhere?: posterior chest wall(L) 8. Symptom: How intense is the pain?: 10 9. Symptom: Does the pain radiate to another location?: posterior chest wall(R) 10. Symptom: How precisely is the pain located?: 8 11. Symptom: How fast did the pain appear?: 7 12. Symptom: Do you have intense coughing fits? → Yes 13. Symptom: Do you have pain that is increased with movement? → Yes 14. Symptom: Do you have pain that is increased when you breathe in deeply? → Yes Antecedents: 1. Antecedent: Do you drink alcohol excessively or do you have an addiction to alcohol? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Spontaneous rib fracture", "Bronchitis", "Whooping cough", "Pulmonary embolism", "Possible NSTEMI / STEMI", "Unstable angina", "Spontaneous pneumothorax", "Stable angina" ]
[ "S22.9", "j40", "A37", "i26", "I21", "I20.0", "J93", "I20.9" ]
[ "Spontaneous rib fracture", "Bronchitis", "Whooping cough", "Pulmonary embolism", "Possible NSTEMI / STEMI", "Unstable angina", "Spontaneous pneumothorax", "Stable angina", "S22.9", "j40", "A37", "i26", "I21", "I20.0", "J93", "I20.9" ]
[ 0.1987, 0.1812, 0.1285, 0.1235, 0.1223, 0.1147, 0.0719, 0.0592 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Spontaneous rib fracture (ICD-10: S22.9) Probability: 0.1987 (19.87%) 2. Bronchitis (ICD-10: j40) Probability: 0.1812 (18.12%) 3. Whooping cough (ICD-10: A37) Probability: 0.1285 (12.85%) 4. Pulmonary embolism (ICD-10: i26) Probability: 0.1235 (12.35%) 5. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.1223 (12.23%) 6. Unstable angina (ICD-10: I20.0) Probability: 0.1147 (11.47%) 7. Spontaneous pneumothorax (ICD-10: J93) Probability: 0.0719 (7.19%) 8. Stable angina (ICD-10: I20.9) Probability: 0.0592 (5.92%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 69 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you been coughing up blood? → Yes 2. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 3. Symptom: Do you have a cough that produces colored or more abundant sputum than usual? → Yes 4. Symptom: Do you have a cough? → Yes Antecedents: 1. Antecedent: Do you have cystic fibrosis? → Yes 2. Antecedent: Do you have Rheumatoid Arthritis? → Yes 3. Antecedent: Have you ever had pneumonia? → Yes 4. Antecedent: Do you have a chronic obstructive pulmonary disease (COPD)? → Yes 5. Antecedent: Have you traveled out of the country in the last 4 weeks?: N 6. Antecedent: Are you immunosuppressed? → Yes
[ "Bronchitis", "Bronchiectasis", "Pneumonia", "Pulmonary neoplasm", "Acute COPD exacerbation / infection", "Tuberculosis", "Pulmonary embolism", "Guillain-Barré syndrome", "Bronchospasm / acute asthma exacerbation", "Atrial fibrillation", "Myocarditis", "Acute dystonic reactions", "Myasthenia...
[ "j40", "J47", "j17, j18", "c34", "j44.1", "a15", "i26", "G61.0", "J45", "I48.91", "I51.4", "G24.02", "G70.0", "D64.9", "I47.1" ]
[ "Bronchitis", "Bronchiectasis", "Pneumonia", "Pulmonary neoplasm", "Acute COPD exacerbation / infection", "Tuberculosis", "Pulmonary embolism", "Guillain-Barré syndrome", "Bronchospasm / acute asthma exacerbation", "Atrial fibrillation", "Myocarditis", "Acute dystonic reactions", "Myasthenia...
[ 0.108, 0.1051, 0.0994, 0.0913, 0.081, 0.0733, 0.073, 0.058, 0.0563, 0.0554, 0.0547, 0.0408, 0.0408, 0.0408, 0.0218 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Bronchitis (ICD-10: j40) Probability: 0.1080 (10.80%) 2. Bronchiectasis (ICD-10: J47) Probability: 0.1051 (10.51%) 3. Pneumonia (ICD-10: j17, j18) Probability: 0.0994 (9.94%) 4. Pulmonary neoplasm (ICD-10: c34) Probability: 0.0913 (9.13%) 5. Acute COPD exacerbation / infection (ICD-10: j44.1) Probability: 0.0810 (8.10%) 6. Tuberculosis (ICD-10: a15) Probability: 0.0733 (7.33%) 7. Pulmonary embolism (ICD-10: i26) Probability: 0.0730 (7.30%) 8. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0580 (5.80%) 9. Bronchospasm / acute asthma exacerbation (ICD-10: J45) Probability: 0.0563 (5.63%) 10. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0554 (5.54%) 11. Myocarditis (ICD-10: I51.4) Probability: 0.0547 (5.47%) 12. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0408 (4.08%) 13. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0408 (4.08%) 14. Anemia (ICD-10: D64.9) Probability: 0.0408 (4.08%) 15. PSVT (ICD-10: I47.1) Probability: 0.0218 (2.18%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 40 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Have you been in contact with or ate something that you have an allergy to? → Yes 2. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 3. Symptom: Characterize your pain:: a knife stroke 4. Symptom: Characterize your pain:: a cramp 5. Symptom: Do you feel pain somewhere?: flank(R) 6. Symptom: Do you feel pain somewhere?: flank(L) 7. Symptom: Do you feel pain somewhere?: iliac fossa(L) 8. Symptom: Do you feel pain somewhere?: pubis 9. Symptom: Do you feel pain somewhere?: epigastric 10. Symptom: How intense is the pain?: 8 11. Symptom: Does the pain radiate to another location?: nowhere 12. Symptom: How precisely is the pain located?: 5 13. Symptom: How fast did the pain appear?: 3 14. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 15. Symptom: Do you feel lightheaded and dizzy or do you feel like you are about to faint? → Yes 16. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 17. Symptom: What color is the rash?: pink 18. Symptom: Do your lesions peel off?: N 19. Symptom: Is the rash swollen?: 1 20. Symptom: Where is the affected region located?: back of the neck 21. Symptom: Where is the affected region located?: biceps(R) 22. Symptom: Where is the affected region located?: biceps(L) 23. Symptom: Where is the affected region located?: mouth 24. Symptom: Where is the affected region located?: thyroid cartilage 25. Symptom: How intense is the pain caused by the rash?: 1 26. Symptom: Is the lesion (or are the lesions) larger than 1cm?: Y 27. Symptom: How severe is the itching?: 8 28. Symptom: Do you have swelling in one or more areas of your body? → Yes 29. Symptom: Where is the swelling located?: forehead 30. Symptom: Where is the swelling located?: cheek(R) 31. Symptom: Where is the swelling located?: nose 32. Symptom: Did you lose consciousness? → Yes 33. Symptom: Have you noticed a wheezing sound when you exhale? → Yes Antecedents: 1. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Anaphylaxis", "Pulmonary embolism", "Panic attack", "Bronchospasm / acute asthma exacerbation", "Possible NSTEMI / STEMI", "Acute pulmonary edema", "GERD", "Pericarditis", "Unstable angina", "Stable angina", "Anemia", "Inguinal hernia", "PSVT", "Guillain-Barré syndrome", "Atrial fibrill...
[ "T78.0", "i26", "f41", "J45", "I21", "J81.0", "K21", "I30", "I20.0", "I20.9", "D64.9", "K40", "I47.1", "G61.0", "I48.91", "I51.4", "j44.1", "M34", "G24.02", "G70.0", "B57" ]
[ "Anaphylaxis", "Pulmonary embolism", "Panic attack", "Bronchospasm / acute asthma exacerbation", "Possible NSTEMI / STEMI", "Acute pulmonary edema", "GERD", "Pericarditis", "Unstable angina", "Stable angina", "Anemia", "Inguinal hernia", "PSVT", "Guillain-Barré syndrome", "Atrial fibrill...
[ 0.079, 0.0674, 0.0633, 0.0623, 0.0619, 0.058, 0.056, 0.0554, 0.0552, 0.0496, 0.0492, 0.0481, 0.0409, 0.0385, 0.0368, 0.0363, 0.0343, 0.031, 0.0271, 0.0271, 0.0227 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Anaphylaxis (ICD-10: T78.0) Probability: 0.0790 (7.90%) 2. Pulmonary embolism (ICD-10: i26) Probability: 0.0674 (6.74%) 3. Panic attack (ICD-10: f41) Probability: 0.0633 (6.33%) 4. Bronchospasm / acute asthma exacerbation (ICD-10: J45) Probability: 0.0623 (6.23%) 5. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0619 (6.19%) 6. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.0580 (5.80%) 7. GERD (ICD-10: K21) Probability: 0.0560 (5.60%) 8. Pericarditis (ICD-10: I30) Probability: 0.0554 (5.54%) 9. Unstable angina (ICD-10: I20.0) Probability: 0.0552 (5.52%) 10. Stable angina (ICD-10: I20.9) Probability: 0.0496 (4.96%) 11. Anemia (ICD-10: D64.9) Probability: 0.0492 (4.92%) 12. Inguinal hernia (ICD-10: K40) Probability: 0.0481 (4.81%) 13. PSVT (ICD-10: I47.1) Probability: 0.0409 (4.09%) 14. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0385 (3.85%) 15. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0368 (3.68%) 16. Myocarditis (ICD-10: I51.4) Probability: 0.0363 (3.63%) 17. Acute COPD exacerbation / infection (ICD-10: j44.1) Probability: 0.0343 (3.43%) 18. SLE (ICD-10: M34) Probability: 0.0310 (3.10%) 19. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0271 (2.71%) 20. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0271 (2.71%) 21. Chagas (ICD-10: B57) Probability: 0.0227 (2.27%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 41 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: a knife stroke 3. Symptom: Do you feel pain somewhere?: breast(R) 4. Symptom: Do you feel pain somewhere?: breast(L) 5. Symptom: Do you feel pain somewhere?: epigastric 6. Symptom: How intense is the pain?: 8 7. Symptom: Does the pain radiate to another location?: thoracic spine 8. Symptom: Does the pain radiate to another location?: posterior chest wall(R) 9. Symptom: Does the pain radiate to another location?: posterior chest wall(L) 10. Symptom: How precisely is the pain located?: 8 11. Symptom: How fast did the pain appear?: 6 12. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 13. Symptom: Do you feel your heart is beating fast (racing), irregularly (missing a beat) or do you feel palpitations? → Yes 14. Symptom: Are your symptoms worse when lying down and alleviated while sitting up? → Yes 15. Symptom: Do you have pain that is increased when you breathe in deeply? → Yes Antecedents: 1. Antecedent: Have you ever had a pericarditis? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Pericarditis", "Pulmonary embolism", "Spontaneous pneumothorax", "Possible NSTEMI / STEMI", "PSVT", "GERD", "Acute pulmonary edema", "Myocarditis", "Atrial fibrillation", "Panic attack", "Guillain-Barré syndrome", "Boerhaave", "Scombroid food poisoning", "Acute dystonic reactions", "Mya...
[ "I30", "i26", "J93", "I21", "I47.1", "K21", "J81.0", "I51.4", "I48.91", "f41", "G61.0", "K22.3", "T61.1", "G24.02", "G70.0", "D64.9", "d86", "c25", "I20.0", "I20.9" ]
[ "Pericarditis", "Pulmonary embolism", "Spontaneous pneumothorax", "Possible NSTEMI / STEMI", "PSVT", "GERD", "Acute pulmonary edema", "Myocarditis", "Atrial fibrillation", "Panic attack", "Guillain-Barré syndrome", "Boerhaave", "Scombroid food poisoning", "Acute dystonic reactions", "Mya...
[ 0.088, 0.0778, 0.0762, 0.0716, 0.0709, 0.0685, 0.0599, 0.0591, 0.0571, 0.0511, 0.0492, 0.0466, 0.0347, 0.0347, 0.0347, 0.0347, 0.0284, 0.0265, 0.0217, 0.0085 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Pericarditis (ICD-10: I30) Probability: 0.0880 (8.80%) 2. Pulmonary embolism (ICD-10: i26) Probability: 0.0778 (7.78%) 3. Spontaneous pneumothorax (ICD-10: J93) Probability: 0.0762 (7.62%) 4. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.0716 (7.16%) 5. PSVT (ICD-10: I47.1) Probability: 0.0709 (7.09%) 6. GERD (ICD-10: K21) Probability: 0.0685 (6.85%) 7. Acute pulmonary edema (ICD-10: J81.0) Probability: 0.0599 (5.99%) 8. Myocarditis (ICD-10: I51.4) Probability: 0.0591 (5.91%) 9. Atrial fibrillation (ICD-10: I48.91) Probability: 0.0571 (5.71%) 10. Panic attack (ICD-10: f41) Probability: 0.0511 (5.11%) 11. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.0492 (4.92%) 12. Boerhaave (ICD-10: K22.3) Probability: 0.0466 (4.66%) 13. Scombroid food poisoning (ICD-10: T61.1) Probability: 0.0347 (3.47%) 14. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0347 (3.47%) 15. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0347 (3.47%) 16. Anemia (ICD-10: D64.9) Probability: 0.0347 (3.47%) 17. Sarcoidosis (ICD-10: d86) Probability: 0.0284 (2.84%) 18. Pancreatic neoplasm (ICD-10: c25) Probability: 0.0265 (2.65%) 19. Unstable angina (ICD-10: I20.0) Probability: 0.0217 (2.17%) 20. Stable angina (ICD-10: I20.9) Probability: 0.0085 (0.85%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 20 Sex: M ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Characterize your pain:: sharp 4. Symptom: Do you feel pain somewhere?: ear(R) 5. Symptom: Do you feel pain somewhere?: ear(L) 6. Symptom: How intense is the pain?: 6 7. Symptom: Does the pain radiate to another location?: nowhere 8. Symptom: How precisely is the pain located?: 8 9. Symptom: How fast did the pain appear?: 6 10. Symptom: Do you have nasal congestion or a clear runny nose? → Yes Antecedents: 1. Antecedent: Are you currently being treated or have you recently been treated with an oral antibiotic for an ear infection? → Yes 2. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Acute otitis media" ]
[ "H66.90" ]
[ "Acute otitis media", "H66.90" ]
[ 1 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Acute otitis media (ICD-10: H66.90) Probability: 1.0000 (100.00%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 70 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: sensitive 3. Symptom: Characterize your pain:: sharp 4. Symptom: Do you feel pain somewhere?: dorsal aspect of the wrist(R) 5. Symptom: Do you feel pain somewhere?: dorsal aspect of the wrist(L) 6. Symptom: Do you feel pain somewhere?: palmar face of the wrist(R) 7. Symptom: Do you feel pain somewhere?: shoulder(R) 8. Symptom: Do you feel pain somewhere?: shoulder(L) 9. Symptom: How intense is the pain?: 4 10. Symptom: Does the pain radiate to another location?: nowhere 11. Symptom: How precisely is the pain located?: 10 12. Symptom: How fast did the pain appear?: 3 13. Symptom: Are you experiencing shortness of breath or difficulty breathing in a significant way? → Yes 14. Symptom: Do you constantly feel fatigued or do you have non-restful sleep? → Yes 15. Symptom: Do you have any lesions, redness or problems on your skin that you believe are related to the condition you are consulting for? → Yes 16. Symptom: What color is the rash?: red 17. Symptom: Do your lesions peel off?: N 18. Symptom: Is the rash swollen?: 1 19. Symptom: Where is the affected region located?: nose 20. Symptom: Is the lesion (or are the lesions) larger than 1cm?: Y 21. Symptom: How severe is the itching?: 3 22. Symptom: Do you have painful mouth ulcers or sores? → Yes Antecedents: 1. Antecedent: Have you ever had a pericarditis? → Yes 2. Antecedent: Have you breastfed one of your children for more than 9 months? → Yes 3. Antecedent: Do you smoke cigarettes? → Yes 4. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "SLE", "Possible NSTEMI / STEMI", "Anemia", "Guillain-Barré syndrome", "Pulmonary neoplasm", "Bronchospasm / acute asthma exacerbation", "Acute dystonic reactions", "Myasthenia gravis", "Anaphylaxis", "Myocarditis", "Stable angina", "Unstable angina", "Pulmonary embolism" ]
[ "M34", "I21", "D64.9", "G61.0", "c34", "J45", "G24.02", "G70.0", "T78.0", "I51.4", "I20.9", "I20.0", "i26" ]
[ "SLE", "Possible NSTEMI / STEMI", "Anemia", "Guillain-Barré syndrome", "Pulmonary neoplasm", "Bronchospasm / acute asthma exacerbation", "Acute dystonic reactions", "Myasthenia gravis", "Anaphylaxis", "Myocarditis", "Stable angina", "Unstable angina", "Pulmonary embolism", "M34", "I21", ...
[ 0.1512, 0.1391, 0.1119, 0.1022, 0.0804, 0.078, 0.072, 0.072, 0.0676, 0.0454, 0.042, 0.0383, 0 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. SLE (ICD-10: M34) Probability: 0.1512 (15.12%) 2. Possible NSTEMI / STEMI (ICD-10: I21) Probability: 0.1391 (13.91%) 3. Anemia (ICD-10: D64.9) Probability: 0.1119 (11.19%) 4. Guillain-Barré syndrome (ICD-10: G61.0) Probability: 0.1022 (10.22%) 5. Pulmonary neoplasm (ICD-10: c34) Probability: 0.0804 (8.04%) 6. Bronchospasm / acute asthma exacerbation (ICD-10: J45) Probability: 0.0780 (7.80%) 7. Acute dystonic reactions (ICD-10: G24.02) Probability: 0.0720 (7.20%) 8. Myasthenia gravis (ICD-10: G70.0) Probability: 0.0720 (7.20%) 9. Anaphylaxis (ICD-10: T78.0) Probability: 0.0676 (6.76%) 10. Myocarditis (ICD-10: I51.4) Probability: 0.0454 (4.54%) 11. Stable angina (ICD-10: I20.9) Probability: 0.0420 (4.20%) 12. Unstable angina (ICD-10: I20.0) Probability: 0.0383 (3.83%) 13. Pulmonary embolism (ICD-10: i26) Probability: 0.0000 (0.00%)
medDataset
PATIENT EXAMPLE ================================================================================ Demographics: Age: 55 Sex: F ================================================================================ SYMPTOMS AND ANTECEDENTS: ================================================================================ Symptoms: 1. Symptom: Do you have pain somewhere, related to your reason for consulting? → Yes 2. Symptom: Characterize your pain:: tedious 3. Symptom: Characterize your pain:: tugging 4. Symptom: Do you feel pain somewhere?: ankle(R) 5. Symptom: Do you feel pain somewhere?: ankle(L) 6. Symptom: Do you feel pain somewhere?: dorsal aspect of the foot(R) 7. Symptom: Do you feel pain somewhere?: calf(L) 8. Symptom: Do you feel pain somewhere?: toe (1)(L) 9. Symptom: How intense is the pain?: 5 10. Symptom: Does the pain radiate to another location?: nowhere 11. Symptom: How precisely is the pain located?: 6 12. Symptom: How fast did the pain appear?: 6 13. Symptom: Have you gained weight recently? → Yes 14. Symptom: Do you have swelling in one or more areas of your body? → Yes 15. Symptom: Where is the swelling located?: ankle(R) 16. Symptom: Where is the swelling located?: ankle(L) 17. Symptom: Where is the swelling located?: thigh(R) 18. Symptom: Where is the swelling located?: thigh(L) 19. Symptom: Where is the swelling located?: sole(R) Antecedents: 1. Antecedent: Are you currently taking or have you recently taken anti-inflammatory drugs (NSAIDs)? → Yes 2. Antecedent: Do you have a known issue with one of your heart valves? → Yes 3. Antecedent: Do you take corticosteroids? → Yes 4. Antecedent: Do you have heart failure? → Yes 5. Antecedent: Have you ever had deep vein thrombosis (DVT)? → Yes 6. Antecedent: Do you have liver cirrhosis? → Yes 7. Antecedent: Have you ever had surgery to remove lymph nodes? → Yes 8. Antecedent: Do you take a calcium channel blockers (medication)? → Yes 9. Antecedent: Were you diagnosed with endocrine disease or a hormone dysfunction? → Yes 10. Antecedent: Have you traveled out of the country in the last 4 weeks?: N
[ "Localized edema", "Pulmonary embolism", "Chagas", "Anaphylaxis", "SLE" ]
[ "R60.0", "i26", "B57", "T78.0", "M34" ]
[ "Localized edema", "Pulmonary embolism", "Chagas", "Anaphylaxis", "SLE", "R60.0", "i26", "B57", "T78.0", "M34" ]
[ 0.4678, 0.3253, 0.1293, 0.0748, 0.0028 ]
DIFFERENTIAL DIAGNOSIS: ================================================================================ Ranked list of possible conditions with probabilities: 1. Localized edema (ICD-10: R60.0) Probability: 0.4678 (46.78%) 2. Pulmonary embolism (ICD-10: i26) Probability: 0.3253 (32.53%) 3. Chagas (ICD-10: B57) Probability: 0.1293 (12.93%) 4. Anaphylaxis (ICD-10: T78.0) Probability: 0.0748 (7.48%) 5. SLE (ICD-10: M34) Probability: 0.0028 (0.28%)
medDataset
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