crfTask-unsup-Qwen3-8B-singlepeak

ferrazzipietro/crfTask-unsup-Qwen3-8B-singlepeak

crfTask-unsup-Qwen3-8B-singlepeak is a text generation model from ferrazzipietro. Use it when you need the model to write or continue text. It is set up for peft.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Text Generation
Library: peft
Access: Public
Created: Jul 10, 2026
Updated: Jul 10, 2026
SHA: 9deda5a0

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Base models

models/unsup-Qwen3-8B-singlepeak

Model card

From the Hugging Face model README

crfTask-unsup-Qwen3-8B-singlepeak

This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 1.1637
F1 Micro: 0.9382
F1 Macro: 0.3183
F1 Weighted: 0.9428
Class/f1 Results Per Class: {}
Items/f1 Scores Per Item: {'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.9236842105263158, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.46153846153846156, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Compliance with antiepileptic therapy': 1.0, 'Hemorrhage': 0.47058823529411764, 'Pale skin during the episode': 0.4857142857142857, 'Body temperature': 0.8567931456548348, 'Carotid sinus massage': 0.47368421052631576, 'Blood drug dosage': 0.45454545454545453, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 0.4523809523809524, 'Supine-to-standing systolic blood pressure test': 0.3333333333333333, 'D-Dimer': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 0.5555555555555555, 'Palliative care [already in place at home]': 0.47368421052631576, 'History of recent trauma': 0.7959468902865129, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.9555555555555555, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'Severe Anemia': 1.0, 'pH': 1.0, 'Blood sodium': 1.0, 'Antiepileptic therapy already in place': 0.4857142857142857, 'History of drug abuse': 1.0, 'Compression ultrasound (CUS), any abnormality': 0.8222222222222223, 'TLoC during effort': 0.2857142857142857, 'Respiratory rate': 0.8661504424778761, 'Presence of prodromal symptoms': 0.6210526315789473, "Improvement of patient's conditions": 0.6833333333333333, 'Drooling during the episode': 0.6533333333333333, 'SpO2 in aa': 0.8713738368910782, 'Tongue bite': 1.0, 'Blood calcium': 0.8736842105263158, 'Blood alcohol': 1.0, 'Blood potassium': 1.0, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.8173767752715122, 'Blood glucose': 0.9017857142857143, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8842018196856906, 'HC03-': 1.0, 'Respiratory failure': 0.85, 'Administration of steroids': 0.8472222222222222, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.5343915343915344, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 1.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.6545454545454545, 'Level of consciousness': 0.45533300464275445, 'Presence of dyspnea': 0.8844444444444444, 'Renal failure': 0.4057971014492754, 'Blood in the stool': 0.6576576576576577, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 0.6785714285714286, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.30630630630630634, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.939799331103679, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Heart rate': 0.8797979797979798, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.25471014492753624, 'TLoC in unknown circumstances': 1.0, 'Brain MRI, any abnormality': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.9354166666666667, 'Dementia [chronic condition]': 1.0, 'Acute dialysis': 1.0, 'Administration of diuretics': 0.9423503325942351, 'COPD exacerbation': 1.0, 'SARS-CoV-2 swab test': 0.8648809523809525, 'Brain CT scan, any abnormality': 0.5725806451612904, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 0.9544592030360531, 'General condition deterioration': 0.8697478991596639, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 0.8704453441295547, 'Transaminase': 0.9022556390977443, 'Chest Rx, any abnormalities': 0.942857142857143, 'Agitation [acute condition]': 0.9045454545454545, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 0.6, 'PaC02': 0.9258241758241759, 'Antihypertensive therapy': 0.9544513457556936, 'Chronic cardiac failure': 0.3333333333333333, 'ECG, any abnormality': 0.7904761904761904, 'Abdomen CT scan, any abnormality': 0.48484848484848486, 'Administration of oxygen/ventilation': 0.975551580202743, 'Blood pressure': 0.8918032786885246, 'Presence of defibrillator': 1.0, 'Creatinine': 1.0, 'Intoxication': 0.4838709677419355, 'Arrhythmia': 1.0, 'Hemoglobin': 0.96, 'Problematic family context': 1.0, 'Pa02': 0.8952380952380952, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.8050974512743628, 'Value following the previous one': 0.7840909090909092, 'Living alone': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 0.9322493224932249, 'Concussive head trauma': 0.7045454545454546, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 0.8545454545454545}

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
train_batch_size: 64
eval_batch_size: 16
seed: 42
distributed_type: multi-GPU
optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-07 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.1
training_steps: 220

Training results

Training Loss	Epoch	Step	Validation Loss	F1 Micro	F1 Macro	F1 Weighted	Class/f1 Results Per Class	Items/f1 Scores Per Item
5.5312	0.0024	2	5.0748	0.0	0.0	0.0	{}	{'Acute coronary syndrome': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.0, 'Urine drug test': 0.0, 'EEG, any abnormality': 0.0, 'Serum creatinine kinase': 0.0, 'Chronic dialysis': 0.0, 'Tonic-clonic seizures': 0.0, 'Hemorrhage': 0.0, 'Pale skin during the episode': 0.0, 'Body temperature': 0.0, 'Carotid sinus massage': 0.0, 'Blood drug dosage': 0.0, 'Speed with which the patient recovered consciousness': 0.0, 'Situational syncope': 0.0, 'History of alcohol abuse': 0.0, 'Pregnancy': 0.0, 'Neurologist consultation [if neurological consultation is required]': 0.0, 'D-Dimer': 0.0, 'Supine-to-standing systolic blood pressure test': 0.0, 'Lactates': 0.0, 'Pulmonary Disease': 0.0, 'Palliative care [already in place at home]': 0.0, 'History of recent trauma': 0.0, 'Pulmonary scintigraphy, any abnormality': 0.0, 'Aortic dissection': 0.0, 'Administration of bronchodilator': 0.0, 'Foreign body in the airways': 0.0, 'Epilepsy / epileptic seizure': 0.0, 'Stiffness during the episode': 0.0, 'History of drug abuse': 0.0, 'pH': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Blood sodium': 0.0, 'Severe Anemia': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.0, 'TLoC during effort': 0.0, 'Respiratory rate': 0.0, 'Presence of prodromal symptoms': 0.0, "Improvement of patient's conditions": 0.0, 'Drooling during the episode': 0.0, 'SpO2 in aa': 0.0, 'Tongue bite': 0.0, 'Blood calcium': 0.0, 'Blood alcohol': 0.0, 'Blood potassium': 0.0, 'Neurodegenerative disease': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Blood glucose': 0.0, "Duration of the patient's unconsciousness": 0.0, 'Need but absence of a caregiver': 0.0, 'Chest pain': 0.0, 'HC03-': 0.0, 'Respiratory failure': 0.0, 'Administration of steroids': 0.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 0.0, 'First episode of epilepsy': 0.0, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 0.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.0, 'History of drug allergy': 0.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.0, 'Level of consciousness': 0.0, 'Presence of dyspnea': 0.0, 'Renal failure': 0.0, 'Blood in the stool': 0.0, 'C-Reactive Protein': 0.0, 'Metabolic failure': 0.0, 'Chronic rheumatologic disease': 0.0, 'Influenza and various infections': 0.0, 'Neoplasia': 0.0, 'Cardiac tamponade': 0.0, 'Asthma exacerbation': 0.0, 'Neuropsychiatric disorders': 0.0, 'TLoC while supine': 0.0, 'Leukocytes': 0.0, 'Pulmonary embolism': 0.0, 'Platelets': 0.0, 'Troponin': 0.0, 'Heart failure': 0.0, 'Eye deviation during the episode': 0.0, 'Performance of thoracentesis': 0.0, 'Improvement of dyspnea': 0.0, 'Brain MRI, any abnormality': 0.0, 'Heart rate': 0.0, 'Pneumonia': 0.0, 'Level of autonomy (mobility)': 0.0, 'BNP / NT-pro-BNP': 0.0, 'Gastroscopy, any abnormalities': 0.0, 'Administration of fluids': 0.0, 'Acute dialysis': 0.0, 'Dementia [chronic condition]': 0.0, 'Administration of diuretics': 0.0, 'COPD exacerbation': 0.0, 'Brain CT scan, any abnormality': 0.0, 'SARS-CoV-2 swab test': 0.0, 'Presence of pacemaker': 0.0, 'COVID 19': 0.0, 'SpO2 in O2 therapy': 0.0, 'General condition deterioration': 0.0, 'Ab ingestis pneumonia': 0.0, 'Homelessness': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Transaminase': 0.0, 'Chest Rx, any abnormalities': 0.0, 'Agitation [acute condition]': 0.0, 'Acute pulmonary edema': 0.0, 'Known history of epilepsy': 0.0, 'PaC02': 0.0, 'Antihypertensive therapy': 0.0, 'Chronic cardiac failure': 0.0, 'ECG, any abnormality': 0.0, 'Abdomen CT scan, any abnormality': 0.0, 'Administration of oxygen/ventilation': 0.0, 'Blood pressure': 0.0, 'Presence of defibrillator': 0.0, 'Intoxication': 0.0, 'Creatinine': 0.0, 'Arrhythmia': 0.0, 'Hemoglobin': 0.0, 'Problematic family context': 0.0, 'Pa02': 0.0, 'Cardio-pulmonary resuscitation': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 0.0, 'Blood transfusions': 0.0, 'INR': 0.0, 'Poly-pharmacological therapy (= 5)': 0.0, 'Peripheral neuropathy': 0.0, 'Concussive head trauma': 0.0, 'Pneumothorax': 0.0, 'Diffuse vascular disease': 0.0}
5.5312	0.0047	4	5.0576	0.0	0.0	0.0	{}	{'Acute coronary syndrome': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.0, 'Urine drug test': 0.0, 'EEG, any abnormality': 0.0, 'Serum creatinine kinase': 0.0, 'Chronic dialysis': 0.0, 'Tonic-clonic seizures': 0.0, 'Hemorrhage': 0.0, 'Pale skin during the episode': 0.0, 'Body temperature': 0.0, 'Carotid sinus massage': 0.0, 'Blood drug dosage': 0.0, 'Speed with which the patient recovered consciousness': 0.0, 'Situational syncope': 0.0, 'History of alcohol abuse': 0.0, 'Pregnancy': 0.0, 'Neurologist consultation [if neurological consultation is required]': 0.0, 'D-Dimer': 0.0, 'Supine-to-standing systolic blood pressure test': 0.0, 'Lactates': 0.0, 'Pulmonary Disease': 0.0, 'Palliative care [already in place at home]': 0.0, 'History of recent trauma': 0.0, 'Pulmonary scintigraphy, any abnormality': 0.0, 'Aortic dissection': 0.0, 'Administration of bronchodilator': 0.0, 'Foreign body in the airways': 0.0, 'Epilepsy / epileptic seizure': 0.0, 'Stiffness during the episode': 0.0, 'History of drug abuse': 0.0, 'pH': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Blood sodium': 0.0, 'Severe Anemia': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.0, 'TLoC during effort': 0.0, 'Respiratory rate': 0.0, 'Presence of prodromal symptoms': 0.0, "Improvement of patient's conditions": 0.0, 'Drooling during the episode': 0.0, 'SpO2 in aa': 0.0, 'Tongue bite': 0.0, 'Blood calcium': 0.0, 'Blood alcohol': 0.0, 'Blood potassium': 0.0, 'Neurodegenerative disease': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Blood glucose': 0.0, "Duration of the patient's unconsciousness": 0.0, 'Need but absence of a caregiver': 0.0, 'Chest pain': 0.0, 'HC03-': 0.0, 'Respiratory failure': 0.0, 'Administration of steroids': 0.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 0.0, 'First episode of epilepsy': 0.0, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 0.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.0, 'History of drug allergy': 0.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.0, 'Level of consciousness': 0.0, 'Presence of dyspnea': 0.0, 'Renal failure': 0.0, 'Blood in the stool': 0.0, 'C-Reactive Protein': 0.0, 'Metabolic failure': 0.0, 'Chronic rheumatologic disease': 0.0, 'Influenza and various infections': 0.0, 'Neoplasia': 0.0, 'Cardiac tamponade': 0.0, 'Asthma exacerbation': 0.0, 'Neuropsychiatric disorders': 0.0, 'TLoC while supine': 0.0, 'Leukocytes': 0.0, 'Pulmonary embolism': 0.0, 'Platelets': 0.0, 'Troponin': 0.0, 'Heart failure': 0.0, 'Eye deviation during the episode': 0.0, 'Performance of thoracentesis': 0.0, 'Improvement of dyspnea': 0.0, 'Brain MRI, any abnormality': 0.0, 'Heart rate': 0.0, 'Pneumonia': 0.0, 'Level of autonomy (mobility)': 0.0, 'BNP / NT-pro-BNP': 0.0, 'Gastroscopy, any abnormalities': 0.0, 'Administration of fluids': 0.0, 'Acute dialysis': 0.0, 'Dementia [chronic condition]': 0.0, 'Administration of diuretics': 0.0, 'COPD exacerbation': 0.0, 'Brain CT scan, any abnormality': 0.0, 'SARS-CoV-2 swab test': 0.0, 'Presence of pacemaker': 0.0, 'COVID 19': 0.0, 'SpO2 in O2 therapy': 0.0, 'General condition deterioration': 0.0, 'Ab ingestis pneumonia': 0.0, 'Homelessness': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Transaminase': 0.0, 'Chest Rx, any abnormalities': 0.0, 'Agitation [acute condition]': 0.0, 'Acute pulmonary edema': 0.0, 'Known history of epilepsy': 0.0, 'PaC02': 0.0, 'Antihypertensive therapy': 0.0, 'Chronic cardiac failure': 0.0, 'ECG, any abnormality': 0.0, 'Abdomen CT scan, any abnormality': 0.0, 'Administration of oxygen/ventilation': 0.0, 'Blood pressure': 0.0, 'Presence of defibrillator': 0.0, 'Intoxication': 0.0, 'Creatinine': 0.0, 'Arrhythmia': 0.0, 'Hemoglobin': 0.0, 'Problematic family context': 0.0, 'Pa02': 0.0, 'Cardio-pulmonary resuscitation': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 0.0, 'Blood transfusions': 0.0, 'INR': 0.0, 'Poly-pharmacological therapy (= 5)': 0.0, 'Peripheral neuropathy': 0.0, 'Concussive head trauma': 0.0, 'Pneumothorax': 0.0, 'Diffuse vascular disease': 0.0}
5.375	0.0071	6	4.9926	0.0	0.0	0.0	{}	{'Acute coronary syndrome': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.0, 'Urine drug test': 0.0, 'EEG, any abnormality': 0.0, 'Serum creatinine kinase': 0.0, 'Chronic dialysis': 0.0, 'Tonic-clonic seizures': 0.0, 'Hemorrhage': 0.0, 'Pale skin during the episode': 0.0, 'Body temperature': 0.0, 'Carotid sinus massage': 0.0, 'Blood drug dosage': 0.0, 'Speed with which the patient recovered consciousness': 0.0, 'Situational syncope': 0.0, 'History of alcohol abuse': 0.0, 'Pregnancy': 0.0, 'Neurologist consultation [if neurological consultation is required]': 0.0, 'D-Dimer': 0.0, 'Supine-to-standing systolic blood pressure test': 0.0, 'Lactates': 0.0, 'Pulmonary Disease': 0.0, 'Palliative care [already in place at home]': 0.0, 'History of recent trauma': 0.0, 'Pulmonary scintigraphy, any abnormality': 0.0, 'Aortic dissection': 0.0, 'Administration of bronchodilator': 0.0, 'Foreign body in the airways': 0.0, 'Epilepsy / epileptic seizure': 0.0, 'Stiffness during the episode': 0.0, 'History of drug abuse': 0.0, 'pH': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Blood sodium': 0.0, 'Severe Anemia': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.0, 'TLoC during effort': 0.0, 'Respiratory rate': 0.0, 'Presence of prodromal symptoms': 0.0, "Improvement of patient's conditions": 0.0, 'Drooling during the episode': 0.0, 'SpO2 in aa': 0.0, 'Tongue bite': 0.0, 'Blood calcium': 0.0, 'Blood alcohol': 0.0, 'Blood potassium': 0.0, 'Neurodegenerative disease': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Blood glucose': 0.0, "Duration of the patient's unconsciousness": 0.0, 'Need but absence of a caregiver': 0.0, 'Chest pain': 0.0, 'HC03-': 0.0, 'Respiratory failure': 0.0, 'Administration of steroids': 0.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 0.0, 'First episode of epilepsy': 0.0, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 0.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.0, 'History of drug allergy': 0.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.0, 'Level of consciousness': 0.0, 'Presence of dyspnea': 0.0, 'Renal failure': 0.0, 'Blood in the stool': 0.0, 'C-Reactive Protein': 0.0, 'Metabolic failure': 0.0, 'Chronic rheumatologic disease': 0.0, 'Influenza and various infections': 0.0, 'Neoplasia': 0.0, 'Cardiac tamponade': 0.0, 'Asthma exacerbation': 0.0, 'Neuropsychiatric disorders': 0.0, 'TLoC while supine': 0.0, 'Leukocytes': 0.0, 'Pulmonary embolism': 0.0, 'Platelets': 0.0, 'Troponin': 0.0, 'Heart failure': 0.0, 'Eye deviation during the episode': 0.0, 'Performance of thoracentesis': 0.0, 'Improvement of dyspnea': 0.0, 'Brain MRI, any abnormality': 0.0, 'Heart rate': 0.0, 'Pneumonia': 0.0, 'Level of autonomy (mobility)': 0.0, 'BNP / NT-pro-BNP': 0.0, 'Gastroscopy, any abnormalities': 0.0, 'Administration of fluids': 0.0, 'Acute dialysis': 0.0, 'Dementia [chronic condition]': 0.0, 'Administration of diuretics': 0.0, 'COPD exacerbation': 0.0, 'Brain CT scan, any abnormality': 0.0, 'SARS-CoV-2 swab test': 0.0, 'Presence of pacemaker': 0.0, 'COVID 19': 0.0, 'SpO2 in O2 therapy': 0.0, 'General condition deterioration': 0.0, 'Ab ingestis pneumonia': 0.0, 'Homelessness': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Transaminase': 0.0, 'Chest Rx, any abnormalities': 0.0, 'Agitation [acute condition]': 0.0, 'Acute pulmonary edema': 0.0, 'Known history of epilepsy': 0.0, 'PaC02': 0.0, 'Antihypertensive therapy': 0.0, 'Chronic cardiac failure': 0.0, 'ECG, any abnormality': 0.0, 'Abdomen CT scan, any abnormality': 0.0, 'Administration of oxygen/ventilation': 0.0, 'Blood pressure': 0.0, 'Presence of defibrillator': 0.0, 'Intoxication': 0.0, 'Creatinine': 0.0, 'Arrhythmia': 0.0, 'Hemoglobin': 0.0, 'Problematic family context': 0.0, 'Pa02': 0.0, 'Cardio-pulmonary resuscitation': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 0.0, 'Blood transfusions': 0.0, 'INR': 0.0, 'Poly-pharmacological therapy (= 5)': 0.0, 'Peripheral neuropathy': 0.0, 'Concussive head trauma': 0.0, 'Pneumothorax': 0.0, 'Diffuse vascular disease': 0.0}
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2.4813	0.0307	26	1.9381	0.6833	0.1946	0.6984	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.3333333333333333, 'Urine drug test': 1.0, 'EEG, any abnormality': 0.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 0.25, 'Body temperature': 0.3157894736842105, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 0.6190476190476191, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 0.2, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 0.6363636363636364, 'Pulmonary scintigraphy, any abnormality': 0.3333333333333333, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.16666666666666666, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 0.0, 'History of drug abuse': 1.0, 'pH': 0.7619047619047619, 'Antiepileptic therapy already in place': 0.6, 'Blood sodium': 1.0, 'Severe Anemia': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.2, 'TLoC during effort': 0.25, 'Respiratory rate': 0.4807987711213518, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 0.0, 'SpO2 in aa': 1.0, 'Tongue bite': 0.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.6888888888888888, 'Blood glucose': 0.2, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 0.0, 'Chest pain': 0.6535353535353535, 'HC03-': 0.2222222222222222, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.4444444444444444, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.12129629629629629, 'Presence of dyspnea': 0.65, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 0.6666666666666666, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 0.4, 'Influenza and various infections': 0.45454545454545453, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 0.4, 'Neuropsychiatric disorders': 0.3333333333333333, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 0.375, 'Pulmonary embolism': 1.0, 'Platelets': 0.6666666666666666, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 0.3333333333333333, 'Brain MRI, any abnormality': 0.4, 'Heart rate': 0.3650793650793651, 'Pneumonia': 0.4, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 0.3333333333333333, 'Administration of fluids': 0.42857142857142855, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.25, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.6666666666666666, 'Brain CT scan, any abnormality': 0.2222222222222222, 'SARS-CoV-2 swab test': 0.45, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.375, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 0.3333333333333333, 'Cardiac ultrasound, any abnormality': 0.6296296296296297, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 0.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 0.5, 'PaC02': 0.2, 'Antihypertensive therapy': 0.5, 'Chronic cardiac failure': 0.0, 'ECG, any abnormality': 0.5238095238095238, 'Abdomen CT scan, any abnormality': 0.4, 'Administration of oxygen/ventilation': 0.8444444444444444, 'Blood pressure': 0.6041666666666666, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 0.5, 'Problematic family context': 0.4, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 0.5555555555555555, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 0.7083333333333333}
2.4813	0.0331	28	1.8592	0.7367	0.2284	0.7289	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.3333333333333333, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 0.25, 'Body temperature': 0.3157894736842105, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 0.42857142857142855, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.16666666666666666, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 0.7619047619047619, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 0.4444444444444444, 'Respiratory rate': 0.38095238095238093, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 0.3333333333333333, 'SpO2 in aa': 1.0, 'Tongue bite': 0.3333333333333333, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.5757575757575758, 'Blood glucose': 0.2, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 0.0, 'Chest pain': 0.8857142857142858, 'HC03-': 0.2222222222222222, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 0.25, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.5333333333333333, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.20167224080267557, 'Presence of dyspnea': 0.65, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 0.6666666666666666, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 0.4, 'Influenza and various infections': 0.45454545454545453, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 0.4, 'Neuropsychiatric disorders': 0.3333333333333333, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 0.375, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 0.42857142857142855, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 0.3453145057766367, 'Pneumonia': 0.4, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.42857142857142855, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.25, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.6666666666666666, 'Brain CT scan, any abnormality': 0.7333333333333334, 'SARS-CoV-2 swab test': 0.45, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.375, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 0.45454545454545453, 'Cardiac ultrasound, any abnormality': 0.6296296296296297, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 0.3333333333333333, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 0.5, 'PaC02': 0.2, 'Antihypertensive therapy': 0.5, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.5555555555555555, 'Abdomen CT scan, any abnormality': 0.16666666666666666, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.6041666666666666, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 0.7333333333333334, 'Problematic family context': 0.47058823529411764, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 0.8571428571428571}
2.175	0.0355	30	1.7958	0.7783	0.3079	0.7669	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.3333333333333333, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 0.25, 'Body temperature': 0.4602272727272727, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 0.42857142857142855, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.4, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 0.0, 'pH': 0.7619047619047619, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 0.4444444444444444, 'Respiratory rate': 0.3696969696969697, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 0.42857142857142855, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.5757575757575758, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.7503607503607505, 'HC03-': 0.4, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.5185185185185185, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.17765567765567766, 'Presence of dyspnea': 0.8444444444444444, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 0.6666666666666666, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 0.4, 'Influenza and various infections': 0.45454545454545453, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 0.4, 'Neuropsychiatric disorders': 0.3333333333333333, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 0.7619047619047619, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 0.42857142857142855, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 0.6727272727272727, 'Pneumonia': 0.4, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.42857142857142855, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.4, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.6666666666666666, 'Brain CT scan, any abnormality': 0.7333333333333334, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.375, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 0.45454545454545453, 'Cardiac ultrasound, any abnormality': 0.6296296296296297, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 0.3333333333333333, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 1.0, 'PaC02': 0.2, 'Antihypertensive therapy': 0.2, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.5555555555555555, 'Abdomen CT scan, any abnormality': 0.25, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.7205882352941176, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 0.47058823529411764, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 0.5333333333333333}

The model card is truncated. Read the rest on Hugging Face.

Task: Text Generation
Library: peft
Created: Jul 10, 2026
Updated: Jul 10, 2026