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ferrazzipietro/crf-gamma-Qwen3.5-27B

sourceHugging Faceapache-2.0updated 2mo agoView on Hugging Face
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Model Card

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crf-gamma-Qwen3.5-27B

This model is a fine-tuned version of Qwen/Qwen3.5-27B on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 1.3173
  • —Aaa Accuracy: 0.9989
  • —Aaa F1 Micro: 0.9989
  • —Aaa F1 Macro: 0.9995
  • —Aaa F1 Weighted: 0.9989
  • —Aaa Accuracy Categorical: 0.9988
  • —Aaa F1 Micro Categorical: 0.9988
  • —Aaa F1 Macro Categorical: 0.9994
  • —Aaa F1 Weighted Categorical: 0.9988
  • —Aaa Accuracy Numerical: 1.0
  • —Class/f1 Results Per Class: {'15.0': 1.0, 'A': 1.0, 'N': 0.9968051118210862, 'Y': 0.9988851727982163, 'eupnoic': 1.0, 'non first episode': 1.0, 'normocardic': 1.0, 'normothermic': 1.0}
  • —Items/f1 Scores Per Item: {'History of epilepsy': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 1.0, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 1.0, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 1.0, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Diffuse vascular disease': 1.0, 'Creatinine': 1.0, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 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: 16
  • —evalbatchsize: 32
  • —seed: 42
  • —distributed_type: multi-GPU
  • —gradientaccumulationsteps: 2
  • —totaltrainbatch_size: 32
  • —optimizer: Use OptimizerNames.ADAMWTORCH with betas=(0.9,0.999) and epsilon=1e-07 and optimizerargs=No additional optimizer arguments
  • —lrschedulertype: cosine
  • —lrschedulerwarmup_steps: 0.1
  • —num_epochs: 1

Training results

Training LossEpochStepValidation LossAaa AccuracyAaa F1 MicroAaa F1 MacroAaa F1 WeightedAaa Accuracy CategoricalAaa F1 Micro CategoricalAaa F1 Macro CategoricalAaa F1 Weighted CategoricalAaa Accuracy NumericalClass/f1 Results Per ClassItems/f1 Scores Per Item
5.90620.016323.01620.69380.69380.61540.74430.75240.75240.70330.80730.0{'15.0': 0.0, 'A': 0.5841924398625429, 'N': 0.8856304985337243, 'Y': 0.8820754716981133, 'eupnoic': 1.0, 'non first episode': 0.5714285714285715, 'normocardic': 0.0, 'normothermic': 1.0}{'History of epilepsy': 0.5714285714285715, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 0.5, 'C-Reactive Protein': 0.42857142857142855, 'Cardiovascular diseases (except for HF)': 0.9959839357429718, 'Antihypertensive therapy': 0.9846153846153847, 'Thoracic ultrasound, any abnormalities': 0.9545454545454546, 'Cardiac ultrasound, any abnormality': 0.9022556390977443, 'Blood sodium': 0.0, 'Blood potassium': 0.33333333333333337, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 0.5, 'pH': 0.0, 'Lactates': 0.0, 'History of drug allergy': 0.9924812030075187, 'TLoC while supine': 0.5, 'TLoC during effort': 0.5, 'Poly-pharmacological therapy (>= 5)': 0.9395973154362416, 'Level of consciousness': 0.9042553191489361, 'Anticoagulants or antiplatelet drug therapy': 0.9714285714285714, 'Diffuse vascular disease': 0.5405405405405406, 'Creatinine': 0.0, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
5.90620.032742.89010.70600.70600.65750.75180.76570.76570.75140.81540.0{'15.0': 0.0, 'A': 0.608108108108108, 'N': 0.877906976744186, 'Y': 0.8852459016393444, 'eupnoic': 1.0, 'non first episode': 0.888888888888889, 'normocardic': 0.0, 'normothermic': 1.0}{'History of epilepsy': 0.888888888888889, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 0.6153846153846153, 'C-Reactive Protein': 0.5333333333333333, 'Cardiovascular diseases (except for HF)': 0.9959839357429718, 'Antihypertensive therapy': 0.9846153846153847, 'Thoracic ultrasound, any abnormalities': 0.9545454545454546, 'Cardiac ultrasound, any abnormality': 0.9022556390977443, 'Blood sodium': 0.0, 'Blood potassium': 0.33333333333333337, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 0.5, 'pH': 0.0, 'Lactates': 0.0, 'History of drug allergy': 0.9924812030075187, 'TLoC while supine': 0.5, 'TLoC during effort': 0.5, 'Poly-pharmacological therapy (>= 5)': 0.9395973154362416, 'Level of consciousness': 0.932642487046632, 'Anticoagulants or antiplatelet drug therapy': 0.9714285714285714, 'Diffuse vascular disease': 0.6153846153846153, 'Creatinine': 0.0, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
5.93750.049062.57220.73610.73610.69910.77950.79110.79110.77640.83200.0857{'15.0': 0.15789473684210528, 'A': 0.6709677419354839, 'N': 0.877906976744186, 'Y': 0.8858131487889274, 'eupnoic': 1.0, 'non first episode': 1.0, 'normocardic': 0.0, 'normothermic': 1.0}{'History of epilepsy': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 0.7142857142857143, 'C-Reactive Protein': 0.625, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 0.9846153846153847, 'Thoracic ultrasound, any abnormalities': 0.9545454545454546, 'Cardiac ultrasound, any abnormality': 0.9022556390977443, 'Blood sodium': 0.0, 'Blood potassium': 0.33333333333333337, 'Level of consciousness (GCS)': 0.08856275303643725, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 0.5, 'pH': 0.0, 'Lactates': 0.0, 'History of drug allergy': 0.9924812030075187, 'TLoC while supine': 0.5, 'TLoC during effort': 0.5, 'Poly-pharmacological therapy (>= 5)': 0.9466666666666668, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9714285714285714, 'Diffuse vascular disease': 0.6829268292682926, 'Creatinine': 0.0, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
5.93750.065382.38040.80180.80180.91570.83060.79830.79830.91580.82340.8429{'15.0': 0.9147286821705426, 'A': 0.6666666666666666, 'N': 0.8720930232558141, 'Y': 0.8717948717948717, 'eupnoic': 1.0, 'non first episode': 1.0, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 0.7142857142857143, 'C-Reactive Protein': 0.7058823529411764, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 0.9846153846153847, 'Thoracic ultrasound, any abnormalities': 0.8452380952380952, 'Cardiac ultrasound, any abnormality': 0.9487179487179487, 'Blood sodium': 0.6666666666666666, 'Blood potassium': 0.33333333333333337, 'Level of consciousness (GCS)': 0.4573643410852713, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 0.5, 'pH': 0.0, 'Lactates': 0.0, 'History of drug allergy': 0.9848484848484849, 'TLoC while supine': 0.8, 'TLoC during effort': 0.5, 'Poly-pharmacological therapy (>= 5)': 0.9536423841059603, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9714285714285714, 'Diffuse vascular disease': 0.6153846153846153, 'Creatinine': 0.6666666666666666, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
4.99060.0816102.17240.74050.74050.81080.77330.80070.80070.91870.83390.0286{'15.0': 0.05555555555555556, 'A': 0.6666666666666666, 'N': 0.8735632183908045, 'Y': 0.8906605922551252, 'eupnoic': 1.0, 'non first episode': 1.0, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 0.8, 'C-Reactive Protein': 0.8421052631578948, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 0.9923664122137404, 'Thoracic ultrasound, any abnormalities': 0.8452380952380952, 'Cardiac ultrasound, any abnormality': 0.9487179487179487, 'Blood sodium': 0.8571428571428571, 'Blood potassium': 0.33333333333333337, 'Level of consciousness (GCS)': 0.02777777777777778, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 0.8, 'pH': 0.0, 'Lactates': 0.0, 'History of drug allergy': 0.9848484848484849, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 0.9466666666666668, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9714285714285714, 'Diffuse vascular disease': 0.45714285714285713, 'Creatinine': 0.6666666666666666, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 0.9600000000000001}
4.99060.0980121.94670.74940.74940.80650.77380.81280.81280.92180.83920.0{'15.0': 0.0, 'A': 0.6666666666666666, 'N': 0.8914956011730206, 'Y': 0.8940914158305462, 'eupnoic': 1.0, 'non first episode': 1.0, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 0.8750000000000001, 'C-Reactive Protein': 0.9, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 0.9846153846153847, 'Thoracic ultrasound, any abnormalities': 0.8452380952380952, 'Cardiac ultrasound, any abnormality': 0.9487179487179487, 'Blood sodium': 0.8571428571428571, 'Blood potassium': 0.7499999999999999, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 0.8, 'pH': 0.4, 'Lactates': 0.4, 'History of drug allergy': 0.9848484848484849, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 0.9536423841059603, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9714285714285714, 'Diffuse vascular disease': 0.5789473684210525, 'Creatinine': 0.6666666666666666, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
4.99060.1143141.81820.78840.78840.82060.80570.85510.85510.93780.87380.0{'15.0': 0.0, 'A': 0.6752411575562701, 'N': 0.9587301587301587, 'Y': 0.93048128342246, 'eupnoic': 1.0, 'non first episode': 1.0, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 1.0, 'Thoracic ultrasound, any abnormalities': 0.923076923076923, 'Cardiac ultrasound, any abnormality': 0.9487179487179487, 'Blood sodium': 0.8571428571428571, 'Blood potassium': 0.888888888888889, 'Level of consciousness (GCS)': 0.019047619047619046, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 0.8571428571428571, 'History of drug allergy': 0.9770992366412213, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 0.9936305732484078, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9811320754716981, 'Diffuse vascular disease': 0.92, 'Creatinine': 0.7692307692307693, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
3.97810.1306161.74250.95430.95430.98130.96870.95770.95770.98500.96980.9143{'15.0': 0.955223880597015, 'A': 0.9516539440203563, 'N': 0.964401294498382, 'Y': 0.9788654060066739, 'eupnoic': 1.0, 'non first episode': 1.0, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 1.0, 'Thoracic ultrasound, any abnormalities': 0.923076923076923, 'Cardiac ultrasound, any abnormality': 0.8270509977827051, 'Blood sodium': 0.8571428571428571, 'Blood potassium': 0.888888888888889, 'Level of consciousness (GCS)': 0.9268098012610744, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 0.8571428571428571, 'History of drug allergy': 0.9770992366412213, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9811320754716981, 'Diffuse vascular disease': 0.9811320754716981, 'Creatinine': 0.8571428571428571, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
3.97810.1469181.68510.98330.98330.96370.98680.98190.98190.95850.98571.0{'15.0': 1.0, 'A': 1.0, 'N': 0.9741935483870968, 'Y': 0.9854748603351955, 'eupnoic': 1.0, 'non first episode': 0.7499999999999999, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 0.7499999999999999, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 1.0, 'Thoracic ultrasound, any abnormalities': 0.923076923076923, 'Cardiac ultrasound, any abnormality': 0.9487179487179487, 'Blood sodium': 0.8571428571428571, 'Blood potassium': 0.888888888888889, 'Level of consciousness (GCS)': 1.0, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 0.8571428571428571, 'History of drug allergy': 0.9770992366412213, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9811320754716981, 'Diffuse vascular disease': 1.0, 'Creatinine': 0.8571428571428571, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
3.42190.1633201.63010.98330.98330.91190.98570.98190.98190.89930.98441.0{'15.0': 1.0, 'A': 1.0, 'N': 0.9741935483870968, 'Y': 0.9877369007803789, 'eupnoic': 1.0, 'non first episode': 0.33333333333333337, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 0.33333333333333337, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 1.0, 'Thoracic ultrasound, any abnormalities': 0.923076923076923, 'Cardiac ultrasound, any abnormality': 0.9487179487179487, 'Blood sodium': 1.0, 'Blood potassium': 0.888888888888889, 'Level of consciousness (GCS)': 1.0, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.9770992366412213, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9811320754716981, 'Diffuse vascular disease': 1.0, 'Creatinine': 0.8571428571428571, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
3.42190.1796221.59730.98330.98330.87080.98490.98190.98190.85240.98371.0{'15.0': 1.0, 'A': 1.0, 'N': 0.9776357827476038, 'Y': 0.9888143176733781, 'eupnoic': 1.0, 'non first episode': 0.0, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 1.0, 'Thoracic ultrasound, any abnormalities': 0.923076923076923, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood sodium': 1.0, 'Blood potassium': 0.888888888888889, 'Level of consciousness (GCS)': 1.0, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.9848484848484849, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9811320754716981, 'Diffuse vascular disease': 0.9811320754716981, 'Creatinine': 0.8571428571428571, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
3.42190.1959241.55980.98660.98660.87240.98830.98550.98550.85420.98731.0{'15.0': 1.0, 'A': 1.0, 'N': 0.9873417721518988, 'Y': 0.9921436588103254, 'eupnoic': 1.0, 'non first episode': 0.0, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 1.0, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood sodium': 1.0, 'Blood potassium': 0.888888888888889, 'Level of consciousness (GCS)': 1.0, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 1.0, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9811320754716981, 'Diffuse vascular disease': 0.9811320754716981, 'Creatinine': 0.8571428571428571, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
3.14220.2122261.53210.98780.98780.87260.98890.98670.98670.85440.98791.0{'15.0': 1.0, 'A': 1.0, 'N': 0.9873417721518988, 'Y': 0.9932735426008968, 'eupnoic': 1.0, 'non first episode': 0.0, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 1.0, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 1.0, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 1.0, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9811320754716981, 'Diffuse vascular disease': 0.9811320754716981, 'Creatinine': 0.8571428571428571, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
3.14220.2286281.50670.98780.98780.87260.98890.98670.98670.85440.98791.0{'15.0': 1.0, 'A': 1.0, 'N': 0.9872611464968153, 'Y': 0.9932885906040269, 'eupnoic': 1.0, 'non first episode': 0.0, 'normocardic': 1.0, 'normothermic': 1.0}{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Antihypertensive therapy': 1.0, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 1.0, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.9924812030075187, 'TLoC while supine': 1.0, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9811320754716981, 'Diffuse vascular disease': 1.0, 'Creatinine': 0.8571428571428571, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
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Framework versions

  • —PEFT 0.19.1
  • —Transformers 5.14.1
  • —Pytorch 2.8.0+cu128
  • —Datasets 3.6.0
  • —Tokenizers 0.22.2