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ferrazzipietro/crfTask-unsup-Qwen3-8B-datav3-cpt

sourceHugging Faceupdated 4mo agoView on Hugging Face
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crfTask-unsup-Qwen3-8B-datav3-cpt

This model is a fine-tuned version of ferrazzipietro/unsup-Qwen3-8B-datav3-cpt on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.7787
  • —F1 Micro: 0.9395
  • —F1 Macro: 0.2981
  • —F1 Weighted: 0.9442
  • —Class/f1 Results Per Class: {}
  • —Items/f1 Scores Per Item: {'Severe Anemia': 0.47058823529411764, 'Speed with which the patient recovered consciousness': 0.48717948717948717, 'Acute pulmonary edema': 1.0, 'Aortic dissection': 1.0, 'Influenza and various infections': 0.5178571428571428, 'Blood sodium': 1.0, 'PaC02': 1.0, 'Value following the previous one': 0.5907692307692307, 'COPD exacerbation': 1.0, 'Administration of bronchodilator': 1.0, 'Administration of steroids': 0.9301587301587302, 'Antiepileptic therapy already in place': 0.4857142857142857, 'Presence of defibrillator': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Problematic family context': 1.0, 'Presence of respiratory distress': 0.5343915343915344, 'Asthma exacerbation': 1.0, 'Stiffness during the episode': 1.0, 'Administration of fluids': 0.9348739495798319, 'Neuropsychiatric disorders': 0.8991596638655461, 'Presence of prodromal symptoms': 0.5555555555555556, 'Blood pressure': 0.9504132231404958, 'Foreign body in the airways': 1.0, 'General condition deterioration': 0.8324324324324325, 'Drooling during the episode': 0.3076923076923077, 'Brain CT scan, any abnormality': 0.5725806451612904, 'Peripheral neuropathy': 0.7508305647840532, "Improvement of patient's conditions": 0.7373271889400921, 'Compliance with antiepileptic therapy': 1.0, 'History of alcohol abuse': 1.0, 'Hemoglobin': 1.0, 'Serum creatinine kinase': 1.0, 'Performance of thoracentesis': 1.0, 'Pulmonary embolism': 1.0, 'Administration of diuretics': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.601025641025641, 'C-Reactive Protein': 0.9428571428571428, 'Palliative care [already in place at home]': 1.0, 'Platelets': 1.0, 'Hemorrhage': 1.0, 'Cardiovascular failure': 1.0, 'Pneumothorax': 1.0, 'History of drug abuse': 1.0, 'HC03-': 1.0, 'Pale skin during the episode': 0.4857142857142857, 'Cardio-pulmonary resuscitation': 1.0, 'Acute coronary syndrome': 1.0, 'ECG, any abnormality': 0.7904761904761904, 'Need but absence of a caregiver': 1.0, 'Situational syncope': 1.0, 'Chest pain': 0.9526143790849672, 'Metabolic failure': 0.3333333333333333, 'INR': 1.0, 'Presence of pacemaker': 1.0, 'SpO2 in O2 therapy': 0.7777777777777777, 'Pregnancy': 1.0, 'Cardiac tamponade': 1.0, 'Chronic cardiac failure': 0.3333333333333333, 'Arrhythmia': 1.0, 'Neoplasia': 1.0, 'Heart failure': 1.0, 'Concussive head trauma': 0.6285714285714286, 'Supine-to-standing systolic blood pressure test': 0.4838709677419355, 'Known history of epilepsy': 1.0, 'Heart rate': 0.9398989898989899, 'Neurologist consultation [if neurological consultation is required]': 0.8486842105263157, 'Thoracic ultrasound, any abnormalities': 0.8581196581196582, 'Troponin': 1.0, 'Chronic dialysis': 1.0, 'Transaminase': 0.9022556390977443, 'Administration of oxygen/ventilation': 0.975551580202743, 'Pa02': 0.8482758620689655, 'Leukocytes': 0.9467787114845938, 'Intoxication': 1.0, 'Homelessness': 1.0, 'Presence of dyspnea': 0.8844444444444444, 'Ab ingestis pneumonia': 1.0, 'Renal failure': 0.5, 'Antihypertensive therapy': 0.9544513457556936, 'Blood drug dosage': 0.45454545454545453, 'COVID 19': 1.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.6041666666666666, 'Brain MRI, any abnormality': 1.0, 'Diffuse vascular disease': 0.9307359307359306, 'Living alone': 1.0, 'TLoC while supine': 0.6594594594594595, 'Blood calcium': 0.8736842105263158, 'Blood potassium': 1.0, 'Urine drug test': 1.0, 'Acute dialysis': 1.0, 'SpO2 in aa': 0.9506993006993008, 'History of recent trauma': 0.7213403880070546, 'Epilepsy / epileptic seizure': 0.4838709677419355, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.46153846153846156, "Duration of the patient's unconsciousness": 1.0, 'Further seizures in the ED': 1.0, 'Cardiac ultrasound, any abnormality': 0.8819659442724458, 'Blood alcohol': 1.0, 'Level of autonomy (mobility)': 0.2039482256873561, 'Improvement of dyspnea': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Body temperature': 0.8996569468267581, 'Creatinine': 0.936026936026936, 'History of drug allergy': 0.8547222222222222, 'Level of consciousness': 0.3751368363437329, 'First episode of epilepsy': 0.3333333333333333, 'Blood transfusions': 1.0, 'Pneumonia': 1.0, 'Agitation [acute condition]': 0.9523809523809523, 'TLoC during effort': 0.625, 'Cardiovascular diseases (except for HF)': 0.9608636977058029, 'EEG, any abnormality': 1.0, 'ECG monitoring, any abnormality': 0.2962962962962963, 'Pulmonary scintigraphy, any abnormality': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Blood glucose': 0.9536842105263157, 'pH': 1.0, 'Blood in the stool': 0.6576576576576577, 'Tonic-clonic seizures': 1.0, 'Tongue bite': 1.0, 'Lactates': 1.0, 'Compression ultrasound (CUS), any abnormality': 0.7492063492063492, 'Respiratory rate': 0.8661504424778761, 'Pulmonary Disease': 0.5555555555555555, 'D-Dimer': 1.0, 'Abdomen CT scan, any abnormality': 0.48484848484848486, 'Neurodegenerative disease': 0.9415384615384615, 'Chest CT scan, any abnormality': 1.0, 'Chest Rx, any abnormalities': 0.942857142857143, 'Chronic rheumatologic disease': 1.0, 'Dementia [chronic condition]': 1.0, 'Carotid sinus massage': 0.47368421052631576, 'SARS-CoV-2 swab test': 1.0, 'TLoC in unknown circumstances': 1.0, 'Respiratory failure': 0.85, 'Eye deviation during the episode': 1.0}

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • —learning_rate: 0.0003
  • —trainbatchsize: 64
  • —evalbatchsize: 16
  • —seed: 42
  • —distributed_type: multi-GPU
  • —optimizer: Use OptimizerNames.ADAMWTORCH with betas=(0.9,0.999) and epsilon=1e-07 and optimizerargs=No additional optimizer arguments
  • —lrschedulertype: cosine
  • —lrschedulerwarmup_ratio: 0.1
  • —training_steps: 220

Training results

Training LossEpochStepValidation LossF1 MicroF1 MacroF1 WeightedClass/f1 Results Per ClassItems/f1 Scores Per Item
2.10940.002422.56910.00.00.0{}{'Acute pulmonary edema': 0.0, 'Speed with which the patient recovered consciousness': 0.0, 'Severe Anemia': 0.0, 'Aortic dissection': 0.0, 'Influenza and various infections': 0.0, 'Blood sodium': 0.0, 'PaC02': 0.0, 'Administration of bronchodilator': 0.0, 'COPD exacerbation': 0.0, 'Value following the previous one': 0.0, 'Administration of steroids': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Presence of defibrillator': 0.0, 'Gastroscopy, any abnormalities': 0.0, 'Problematic family context': 0.0, 'Presence of respiratory distress': 0.0, 'Asthma exacerbation': 0.0, 'Stiffness during the episode': 0.0, 'Administration of fluids': 0.0, 'Neuropsychiatric disorders': 0.0, 'Presence of prodromal symptoms': 0.0, 'Blood pressure': 0.0, 'Foreign body in the airways': 0.0, 'General condition deterioration': 0.0, 'Drooling during the episode': 0.0, 'Brain CT scan, any abnormality': 0.0, 'Peripheral neuropathy': 0.0, "Improvement of patient's conditions": 0.0, 'History of alcohol abuse': 0.0, 'Hemoglobin': 0.0, 'Serum creatinine kinase': 0.0, 'Pulmonary embolism': 0.0, 'Performance of thoracentesis': 0.0, 'Administration of diuretics': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.0, 'C-Reactive Protein': 0.0, 'Palliative care [already in place at home]': 0.0, 'Platelets': 0.0, 'Hemorrhage': 0.0, 'Cardiovascular failure': 0.0, 'Pneumothorax': 0.0, 'Pale skin during the episode': 0.0, 'HC03-': 0.0, 'Cardio-pulmonary resuscitation': 0.0, 'History of drug abuse': 0.0, 'Acute coronary syndrome': 0.0, 'ECG, any abnormality': 0.0, 'Need but absence of a caregiver': 0.0, 'Situational syncope': 0.0, 'Chest pain': 0.0, 'Metabolic failure': 0.0, 'INR': 0.0, 'Presence of pacemaker': 0.0, 'SpO2 in O2 therapy': 0.0, 'Pregnancy': 0.0, 'Cardiac tamponade': 0.0, 'Chronic cardiac failure': 0.0, 'Arrhythmia': 0.0, 'Neoplasia': 0.0, 'Heart failure': 0.0, 'Concussive head trauma': 0.0, 'Supine-to-standing systolic blood pressure test': 0.0, 'Known history of epilepsy': 0.0, 'Heart rate': 0.0, 'Neurologist consultation [if neurological consultation is required]': 0.0, 'Troponin': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Chronic dialysis': 0.0, 'Transaminase': 0.0, 'Administration of oxygen/ventilation': 0.0, 'Pa02': 0.0, 'Leukocytes': 0.0, 'Intoxication': 0.0, 'Homelessness': 0.0, 'Presence of dyspnea': 0.0, 'Ab ingestis pneumonia': 0.0, 'Renal failure': 0.0, 'Antihypertensive therapy': 0.0, 'Blood drug dosage': 0.0, 'COVID 19': 0.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.0, 'Brain MRI, any abnormality': 0.0, 'Diffuse vascular disease': 0.0, 'TLoC while supine': 0.0, 'Blood calcium': 0.0, 'Blood potassium': 0.0, 'Urine drug test': 0.0, 'Acute dialysis': 0.0, 'SpO2 in aa': 0.0, 'History of recent trauma': 0.0, 'Epilepsy / epileptic seizure': 0.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.0, "Duration of the patient's unconsciousness": 0.0, 'Further seizures in the ED': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Blood alcohol': 0.0, 'Level of autonomy (mobility)': 0.0, 'Improvement of dyspnea': 0.0, 'Poly-pharmacological therapy (= 5)': 0.0, 'Body temperature': 0.0, 'Creatinine': 0.0, 'History of drug allergy': 0.0, 'Level of consciousness': 0.0, 'First episode of epilepsy': 0.0, 'Blood transfusions': 0.0, 'Pneumonia': 0.0, 'Agitation [acute condition]': 0.0, 'TLoC during effort': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Pulmonary scintigraphy, any abnormality': 0.0, 'ECG monitoring, any abnormality': 0.0, 'EEG, any abnormality': 0.0, 'BNP / NT-pro-BNP': 0.0, 'Blood glucose': 0.0, 'pH': 0.0, 'Blood in the stool': 0.0, 'Tonic-clonic seizures': 0.0, 'Tongue bite': 0.0, 'Lactates': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.0, 'Respiratory rate': 0.0, 'Pulmonary Disease': 0.0, 'D-Dimer': 0.0, 'Abdomen CT scan, any abnormality': 0.0, 'Neurodegenerative disease': 0.0, 'Chest CT scan, any abnormality': 0.0, 'Chest Rx, any abnormalities': 0.0, 'Chronic rheumatologic disease': 0.0, 'Dementia [chronic condition]': 0.0, 'Carotid sinus massage': 0.0, 'SARS-CoV-2 swab test': 0.0, 'Respiratory failure': 0.0, 'Eye deviation during the episode': 0.0}
2.10940.004742.55760.00.00.0{}{'Acute pulmonary edema': 0.0, 'Speed with which the patient recovered consciousness': 0.0, 'Severe Anemia': 0.0, 'Aortic dissection': 0.0, 'Influenza and various infections': 0.0, 'Blood sodium': 0.0, 'PaC02': 0.0, 'Administration of bronchodilator': 0.0, 'COPD exacerbation': 0.0, 'Value following the previous one': 0.0, 'Administration of steroids': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Presence of defibrillator': 0.0, 'Gastroscopy, any abnormalities': 0.0, 'Problematic family context': 0.0, 'Presence of respiratory distress': 0.0, 'Asthma exacerbation': 0.0, 'Stiffness during the episode': 0.0, 'Administration of fluids': 0.0, 'Neuropsychiatric disorders': 0.0, 'Presence of prodromal symptoms': 0.0, 'Blood pressure': 0.0, 'Foreign body in the airways': 0.0, 'General condition deterioration': 0.0, 'Drooling during the episode': 0.0, 'Brain CT scan, any abnormality': 0.0, 'Peripheral neuropathy': 0.0, "Improvement of patient's conditions": 0.0, 'History of alcohol abuse': 0.0, 'Hemoglobin': 0.0, 'Serum creatinine kinase': 0.0, 'Pulmonary embolism': 0.0, 'Performance of thoracentesis': 0.0, 'Administration of diuretics': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.0, 'C-Reactive Protein': 0.0, 'Palliative care [already in place at home]': 0.0, 'Platelets': 0.0, 'Hemorrhage': 0.0, 'Cardiovascular failure': 0.0, 'Pneumothorax': 0.0, 'Pale skin during the episode': 0.0, 'HC03-': 0.0, 'Cardio-pulmonary resuscitation': 0.0, 'History of drug abuse': 0.0, 'Acute coronary syndrome': 0.0, 'ECG, any abnormality': 0.0, 'Need but absence of a caregiver': 0.0, 'Situational syncope': 0.0, 'Chest pain': 0.0, 'Metabolic failure': 0.0, 'INR': 0.0, 'Presence of pacemaker': 0.0, 'SpO2 in O2 therapy': 0.0, 'Pregnancy': 0.0, 'Cardiac tamponade': 0.0, 'Chronic cardiac failure': 0.0, 'Arrhythmia': 0.0, 'Neoplasia': 0.0, 'Heart failure': 0.0, 'Concussive head trauma': 0.0, 'Supine-to-standing systolic blood pressure test': 0.0, 'Known history of epilepsy': 0.0, 'Heart rate': 0.0, 'Neurologist consultation [if neurological consultation is required]': 0.0, 'Troponin': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Chronic dialysis': 0.0, 'Transaminase': 0.0, 'Administration of oxygen/ventilation': 0.0, 'Pa02': 0.0, 'Leukocytes': 0.0, 'Intoxication': 0.0, 'Homelessness': 0.0, 'Presence of dyspnea': 0.0, 'Ab ingestis pneumonia': 0.0, 'Renal failure': 0.0, 'Antihypertensive therapy': 0.0, 'Blood drug dosage': 0.0, 'COVID 19': 0.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.0, 'Brain MRI, any abnormality': 0.0, 'Diffuse vascular disease': 0.0, 'TLoC while supine': 0.0, 'Blood calcium': 0.0, 'Blood potassium': 0.0, 'Urine drug test': 0.0, 'Acute dialysis': 0.0, 'SpO2 in aa': 0.0, 'History of recent trauma': 0.0, 'Epilepsy / epileptic seizure': 0.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.0, "Duration of the patient's unconsciousness": 0.0, 'Further seizures in the ED': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Blood alcohol': 0.0, 'Level of autonomy (mobility)': 0.0, 'Improvement of dyspnea': 0.0, 'Poly-pharmacological therapy (= 5)': 0.0, 'Body temperature': 0.0, 'Creatinine': 0.0, 'History of drug allergy': 0.0, 'Level of consciousness': 0.0, 'First episode of epilepsy': 0.0, 'Blood transfusions': 0.0, 'Pneumonia': 0.0, 'Agitation [acute condition]': 0.0, 'TLoC during effort': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Pulmonary scintigraphy, any abnormality': 0.0, 'ECG monitoring, any abnormality': 0.0, 'EEG, any abnormality': 0.0, 'BNP / NT-pro-BNP': 0.0, 'Blood glucose': 0.0, 'pH': 0.0, 'Blood in the stool': 0.0, 'Tonic-clonic seizures': 0.0, 'Tongue bite': 0.0, 'Lactates': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.0, 'Respiratory rate': 0.0, 'Pulmonary Disease': 0.0, 'D-Dimer': 0.0, 'Abdomen CT scan, any abnormality': 0.0, 'Neurodegenerative disease': 0.0, 'Chest CT scan, any abnormality': 0.0, 'Chest Rx, any abnormalities': 0.0, 'Chronic rheumatologic disease': 0.0, 'Dementia [chronic condition]': 0.0, 'Carotid sinus massage': 0.0, 'SARS-CoV-2 swab test': 0.0, 'Respiratory failure': 0.0, 'Eye deviation during the episode': 0.0}
2.10740.007162.49710.00.00.0{}{'Acute pulmonary edema': 0.0, 'Speed with which the patient recovered consciousness': 0.0, 'Severe Anemia': 0.0, 'Aortic dissection': 0.0, 'Influenza and various infections': 0.0, 'Blood sodium': 0.0, 'PaC02': 0.0, 'Administration of bronchodilator': 0.0, 'COPD exacerbation': 0.0, 'Value following the previous one': 0.0, 'Administration of steroids': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Presence of defibrillator': 0.0, 'Gastroscopy, any abnormalities': 0.0, 'Problematic family context': 0.0, 'Presence of respiratory distress': 0.0, 'Asthma exacerbation': 0.0, 'Stiffness during the episode': 0.0, 'Administration of fluids': 0.0, 'Neuropsychiatric disorders': 0.0, 'Presence of prodromal symptoms': 0.0, 'Blood pressure': 0.0, 'Foreign body in the airways': 0.0, 'General condition deterioration': 0.0, 'Drooling during the episode': 0.0, 'Brain CT scan, any abnormality': 0.0, 'Peripheral neuropathy': 0.0, "Improvement of patient's conditions": 0.0, 'History of alcohol abuse': 0.0, 'Hemoglobin': 0.0, 'Serum creatinine kinase': 0.0, 'Pulmonary embolism': 0.0, 'Performance of thoracentesis': 0.0, 'Administration of diuretics': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.0, 'C-Reactive Protein': 0.0, 'Palliative care [already in place at home]': 0.0, 'Platelets': 0.0, 'Hemorrhage': 0.0, 'Cardiovascular failure': 0.0, 'Pneumothorax': 0.0, 'Pale skin during the episode': 0.0, 'HC03-': 0.0, 'Cardio-pulmonary resuscitation': 0.0, 'History of drug abuse': 0.0, 'Acute coronary syndrome': 0.0, 'ECG, any abnormality': 0.0, 'Need but absence of a caregiver': 0.0, 'Situational syncope': 0.0, 'Chest pain': 0.0, 'Metabolic failure': 0.0, 'INR': 0.0, 'Presence of pacemaker': 0.0, 'SpO2 in O2 therapy': 0.0, 'Pregnancy': 0.0, 'Cardiac tamponade': 0.0, 'Chronic cardiac failure': 0.0, 'Arrhythmia': 0.0, 'Neoplasia': 0.0, 'Heart failure': 0.0, 'Concussive head trauma': 0.0, 'Supine-to-standing systolic blood pressure test': 0.0, 'Known history of epilepsy': 0.0, 'Heart rate': 0.0, 'Neurologist consultation [if neurological consultation is required]': 0.0, 'Troponin': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Chronic dialysis': 0.0, 'Transaminase': 0.0, 'Administration of oxygen/ventilation': 0.0, 'Pa02': 0.0, 'Leukocytes': 0.0, 'Intoxication': 0.0, 'Homelessness': 0.0, 'Presence of dyspnea': 0.0, 'Ab ingestis pneumonia': 0.0, 'Renal failure': 0.0, 'Antihypertensive therapy': 0.0, 'Blood drug dosage': 0.0, 'COVID 19': 0.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.0, 'Brain MRI, any abnormality': 0.0, 'Diffuse vascular disease': 0.0, 'TLoC while supine': 0.0, 'Blood calcium': 0.0, 'Blood potassium': 0.0, 'Urine drug test': 0.0, 'Acute dialysis': 0.0, 'SpO2 in aa': 0.0, 'History of recent trauma': 0.0, 'Epilepsy / epileptic seizure': 0.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.0, "Duration of the patient's unconsciousness": 0.0, 'Further seizures in the ED': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Blood alcohol': 0.0, 'Level of autonomy (mobility)': 0.0, 'Improvement of dyspnea': 0.0, 'Poly-pharmacological therapy (= 5)': 0.0, 'Body temperature': 0.0, 'Creatinine': 0.0, 'History of drug allergy': 0.0, 'Level of consciousness': 0.0, 'First episode of epilepsy': 0.0, 'Blood transfusions': 0.0, 'Pneumonia': 0.0, 'Agitation [acute condition]': 0.0, 'TLoC during effort': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Pulmonary scintigraphy, any abnormality': 0.0, 'ECG monitoring, any abnormality': 0.0, 'EEG, any abnormality': 0.0, 'BNP / NT-pro-BNP': 0.0, 'Blood glucose': 0.0, 'pH': 0.0, 'Blood in the stool': 0.0, 'Tonic-clonic seizures': 0.0, 'Tongue bite': 0.0, 'Lactates': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.0, 'Respiratory rate': 0.0, 'Pulmonary Disease': 0.0, 'D-Dimer': 0.0, 'Abdomen CT scan, any abnormality': 0.0, 'Neurodegenerative disease': 0.0, 'Chest CT scan, any abnormality': 0.0, 'Chest Rx, any abnormalities': 0.0, 'Chronic rheumatologic disease': 0.0, 'Dementia [chronic condition]': 0.0, 'Carotid sinus massage': 0.0, 'SARS-CoV-2 swab test': 0.0, 'Respiratory failure': 0.0, 'Eye deviation during the episode': 0.0}
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0.78670.25772180.79370.95170.52740.9537{}{'Acute pulmonary edema': 0.4, 'Speed with which the patient recovered consciousness': 1.0, 'Severe Anemia': 1.0, 'Aortic dissection': 1.0, 'Influenza and various infections': 1.0, 'Blood sodium': 1.0, 'PaC02': 1.0, 'Administration of bronchodilator': 1.0, 'COPD exacerbation': 1.0, 'Value following the previous one': 0.0, 'Administration of steroids': 1.0, 'Antiepileptic therapy already in place': 0.42857142857142855, 'Presence of defibrillator': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Problematic family context': 1.0, 'Presence of respiratory distress': 1.0, 'Asthma exacerbation': 1.0, 'Stiffness during the episode': 1.0, 'Administration of fluids': 1.0, 'Neuropsychiatric disorders': 1.0, 'Presence of prodromal symptoms': 1.0, 'Blood pressure': 1.0, 'Foreign body in the airways': 1.0, 'General condition deterioration': 1.0, 'Drooling during the episode': 1.0, 'Brain CT scan, any abnormality': 1.0, 'Peripheral neuropathy': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'History of alcohol abuse': 1.0, 'Hemoglobin': 1.0, 'Serum creatinine kinase': 1.0, 'Pulmonary embolism': 1.0, 'Performance of thoracentesis': 1.0, 'Administration of diuretics': 0.4444444444444444, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'C-Reactive Protein': 1.0, 'Palliative care [already in place at home]': 1.0, 'Platelets': 1.0, 'Hemorrhage': 1.0, 'Cardiovascular failure': 1.0, 'Pneumothorax': 1.0, 'Pale skin during the episode': 1.0, 'HC03-': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'History of drug abuse': 1.0, 'Acute coronary syndrome': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Need but absence of a caregiver': 1.0, 'Situational syncope': 1.0, 'Chest pain': 0.8474747474747475, 'Metabolic failure': 0.3333333333333333, 'INR': 1.0, 'Presence of pacemaker': 1.0, 'SpO2 in O2 therapy': 1.0, 'Pregnancy': 1.0, 'Cardiac tamponade': 1.0, 'Chronic cardiac failure': 1.0, 'Arrhythmia': 1.0, 'Neoplasia': 1.0, 'Heart failure': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Supine-to-standing systolic blood pressure test': 1.0, 'Known history of epilepsy': 1.0, 'Heart rate': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'Troponin': 1.0, 'Thoracic ultrasound, any abnormalities': 0.8055555555555555, 'Chronic dialysis': 1.0, 'Transaminase': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Pa02': 1.0, 'Leukocytes': 1.0, 'Intoxication': 1.0, 'Homelessness': 1.0, 'Presence of dyspnea': 1.0, 'Ab ingestis pneumonia': 1.0, 'Renal failure': 1.0, 'Antihypertensive therapy': 1.0, 'Blood drug dosage': 1.0, 'COVID 19': 1.0, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Brain MRI, any abnormality': 1.0, 'Diffuse vascular disease': 0.8571428571428571, 'TLoC while supine': 0.3333333333333333, 'Blood calcium': 1.0, 'Blood potassium': 0.8444444444444444, 'Urine drug test': 1.0, 'Acute dialysis': 1.0, 'SpO2 in aa': 1.0, 'History of recent trauma': 1.0, 'Epilepsy / epileptic seizure': 1.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, "Duration of the patient's unconsciousness": 1.0, 'Further seizures in the ED': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood alcohol': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'Improvement of dyspnea': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Body temperature': 1.0, 'Creatinine': 0.7333333333333334, 'History of drug allergy': 0.5238095238095238, 'Level of consciousness': 0.4646464646464647, 'First episode of epilepsy': 0.3333333333333333, 'Blood transfusions': 1.0, 'Pneumonia': 1.0, 'Agitation [acute condition]': 1.0, 'TLoC during effort': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'ECG monitoring, any abnormality': 1.0, 'EEG, any abnormality': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Blood glucose': 1.0, 'pH': 1.0, 'Blood in the stool': 1.0, 'Tonic-clonic seizures': 1.0, 'Tongue bite': 1.0, 'Lactates': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'Respiratory rate': 0.8522727272727273, 'Pulmonary Disease': 1.0, 'D-Dimer': 1.0, 'Abdomen CT scan, any abnormality': 1.0, 'Neurodegenerative disease': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Chronic rheumatologic disease': 1.0, 'Dementia [chronic condition]': 1.0, 'Carotid sinus massage': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Respiratory failure': 1.0, 'Eye deviation during the episode': 1.0}
0.86480.26002200.79320.94670.52390.9485{}{'Acute pulmonary edema': 0.4, 'Speed with which the patient recovered consciousness': 1.0, 'Severe Anemia': 1.0, 'Aortic dissection': 1.0, 'Influenza and various infections': 1.0, 'Blood sodium': 1.0, 'PaC02': 1.0, 'Administration of bronchodilator': 1.0, 'COPD exacerbation': 1.0, 'Value following the previous one': 0.0, 'Administration of steroids': 1.0, 'Antiepileptic therapy already in place': 0.42857142857142855, 'Presence of defibrillator': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Problematic family context': 1.0, 'Presence of respiratory distress': 1.0, 'Asthma exacerbation': 1.0, 'Stiffness during the episode': 1.0, 'Administration of fluids': 1.0, 'Neuropsychiatric disorders': 1.0, 'Presence of prodromal symptoms': 1.0, 'Blood pressure': 1.0, 'Foreign body in the airways': 1.0, 'General condition deterioration': 1.0, 'Drooling during the episode': 1.0, 'Brain CT scan, any abnormality': 1.0, 'Peripheral neuropathy': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'History of alcohol abuse': 1.0, 'Hemoglobin': 1.0, 'Serum creatinine kinase': 1.0, 'Pulmonary embolism': 1.0, 'Performance of thoracentesis': 1.0, 'Administration of diuretics': 0.4444444444444444, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'C-Reactive Protein': 1.0, 'Palliative care [already in place at home]': 1.0, 'Platelets': 1.0, 'Hemorrhage': 1.0, 'Cardiovascular failure': 1.0, 'Pneumothorax': 1.0, 'Pale skin during the episode': 1.0, 'HC03-': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'History of drug abuse': 1.0, 'Acute coronary syndrome': 1.0, 'ECG, any abnormality': 0.6666666666666666, 'Need but absence of a caregiver': 1.0, 'Situational syncope': 1.0, 'Chest pain': 0.8474747474747475, 'Metabolic failure': 0.3333333333333333, 'INR': 1.0, 'Presence of pacemaker': 1.0, 'SpO2 in O2 therapy': 1.0, 'Pregnancy': 1.0, 'Cardiac tamponade': 1.0, 'Chronic cardiac failure': 1.0, 'Arrhythmia': 1.0, 'Neoplasia': 1.0, 'Heart failure': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Supine-to-standing systolic blood pressure test': 1.0, 'Known history of epilepsy': 1.0, 'Heart rate': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'Troponin': 1.0, 'Thoracic ultrasound, any abnormalities': 0.8055555555555555, 'Chronic dialysis': 1.0, 'Transaminase': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Pa02': 1.0, 'Leukocytes': 1.0, 'Intoxication': 1.0, 'Homelessness': 1.0, 'Presence of dyspnea': 1.0, 'Ab ingestis pneumonia': 1.0, 'Renal failure': 1.0, 'Antihypertensive therapy': 1.0, 'Blood drug dosage': 1.0, 'COVID 19': 1.0, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Brain MRI, any abnormality': 1.0, 'Diffuse vascular disease': 0.8571428571428571, 'TLoC while supine': 0.4444444444444444, 'Blood calcium': 1.0, 'Blood potassium': 0.8444444444444444, 'Urine drug test': 1.0, 'Acute dialysis': 1.0, 'SpO2 in aa': 1.0, 'History of recent trauma': 1.0, 'Epilepsy / epileptic seizure': 1.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, "Duration of the patient's unconsciousness": 1.0, 'Further seizures in the ED': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood alcohol': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'Improvement of dyspnea': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Body temperature': 1.0, 'Creatinine': 0.7333333333333334, 'History of drug allergy': 0.5238095238095238, 'Level of consciousness': 0.4646464646464647, 'First episode of epilepsy': 0.3333333333333333, 'Blood transfusions': 1.0, 'Pneumonia': 1.0, 'Agitation [acute condition]': 1.0, 'TLoC during effort': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Pulmonary scintigraphy, any abnormality': 1.0, 'ECG monitoring, any abnormality': 1.0, 'EEG, any abnormality': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Blood glucose': 1.0, 'pH': 1.0, 'Blood in the stool': 1.0, 'Tonic-clonic seizures': 1.0, 'Tongue bite': 0.42857142857142855, 'Lactates': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'Respiratory rate': 0.8522727272727273, 'Pulmonary Disease': 1.0, 'D-Dimer': 1.0, 'Abdomen CT scan, any abnormality': 1.0, 'Neurodegenerative disease': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Chronic rheumatologic disease': 1.0, 'Dementia [chronic condition]': 1.0, 'Carotid sinus massage': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Respiratory failure': 1.0, 'Eye deviation during the episode': 1.0}

Framework versions

  • —PEFT 0.18.1
  • —Transformers 4.51.0
  • —Pytorch 2.8.0+cu128
  • —Datasets 3.6.0
  • —Tokenizers 0.21.0