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ferrazzipietro/crf-gamma-Llama-3.2-1B-Instruct

sourceHugging Facellama3.2updated 2mo agoView on Hugging Face
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crf-gamma-Llama-3.2-1B-Instruct

This model is a fine-tuned version of meta-llama/Llama-3.2-1B-Instruct on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 1.7526
  • —Aaa Accuracy: 0.9989
  • —Aaa F1 Micro: 0.9989
  • —Aaa F1 Macro: 0.9991
  • —Aaa F1 Weighted: 0.9994
  • —Aaa Accuracy Categorical: 1.0
  • —Aaa F1 Micro Categorical: 1.0
  • —Aaa F1 Macro Categorical: 1.0
  • —Aaa F1 Weighted Categorical: 1.0
  • —Aaa Accuracy Numerical: 0.9857
  • —Class/f1 Results Per Class: {'15.0': 0.9928057553956835, 'A': 1.0, 'N': 1.0, 'Y': 1.0, '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)': 0.9964028776978417, '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': 1.0, '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: 8
  • —evalbatchsize: 64
  • —seed: 42
  • —distributed_type: multi-GPU
  • —gradientaccumulationsteps: 4
  • —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
17.53120.016424.45830.00.00.00.00.00.00.00.00.0{'15.0': 0.0, 'A': 0.0, 'N': 0.0, 'Y': 0.0, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Leukocytes': 0.0, 'C-Reactive Protein': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Antihypertensive therapy': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Blood sodium': 0.0, 'Blood potassium': 0.0, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 0.0, 'Respiratory Rate': 0.0, 'Body temperature': 0.0, 'Blood calcium': 0.0, 'pH': 0.0, 'Lactates': 0.0, 'History of drug allergy': 0.0, 'TLoC while supine': 0.0, 'TLoC during effort': 0.0, 'Poly-pharmacological therapy (>= 5)': 0.0, 'Level of consciousness': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Diffuse vascular disease': 0.0, 'Creatinine': 0.0, 'Heart Rate': 0.0, 'Administration of steroids': 0.0, 'Administration of bronchodilators': 0.0, 'ECG, any abnormality': 0.0}
17.53120.032744.34790.00.00.00.00.00.00.00.00.0{'15.0': 0.0, 'A': 0.0, 'N': 0.0, 'Y': 0.0, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Leukocytes': 0.0, 'C-Reactive Protein': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Antihypertensive therapy': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Blood sodium': 0.0, 'Blood potassium': 0.0, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 0.0, 'Respiratory Rate': 0.0, 'Body temperature': 0.0, 'Blood calcium': 0.0, 'pH': 0.0, 'Lactates': 0.0, 'History of drug allergy': 0.0, 'TLoC while supine': 0.0, 'TLoC during effort': 0.0, 'Poly-pharmacological therapy (>= 5)': 0.0, 'Level of consciousness': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Diffuse vascular disease': 0.0, 'Creatinine': 0.0, 'Heart Rate': 0.0, 'Administration of steroids': 0.0, 'Administration of bronchodilators': 0.0, 'ECG, any abnormality': 0.0}
17.64840.049164.07600.00.00.00.00.00.00.00.00.0{'15.0': 0.0, 'A': 0.0, 'N': 0.0, 'Y': 0.0, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Leukocytes': 0.0, 'C-Reactive Protein': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Antihypertensive therapy': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Blood sodium': 0.0, 'Blood potassium': 0.0, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 0.0, 'Respiratory Rate': 0.0, 'Body temperature': 0.0, 'Blood calcium': 0.0, 'pH': 0.0, 'Lactates': 0.0, 'History of drug allergy': 0.0, 'TLoC while supine': 0.0, 'TLoC during effort': 0.0, 'Poly-pharmacological therapy (>= 5)': 0.0, 'Level of consciousness': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Diffuse vascular disease': 0.0, 'Creatinine': 0.0, 'Heart Rate': 0.0, 'Administration of steroids': 0.0, 'Administration of bronchodilators': 0.0, 'ECG, any abnormality': 0.0}
17.64840.065483.81770.00.00.00.00.00.00.00.00.0{'15.0': 0.0, 'A': 0.0, 'N': 0.0, 'Y': 0.0, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Leukocytes': 0.0, 'C-Reactive Protein': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Antihypertensive therapy': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Blood sodium': 0.0, 'Blood potassium': 0.0, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 0.0, 'Respiratory Rate': 0.0, 'Body temperature': 0.0, 'Blood calcium': 0.0, 'pH': 0.0, 'Lactates': 0.0, 'History of drug allergy': 0.0, 'TLoC while supine': 0.0, 'TLoC during effort': 0.0, 'Poly-pharmacological therapy (>= 5)': 0.0, 'Level of consciousness': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Diffuse vascular disease': 0.0, 'Creatinine': 0.0, 'Heart Rate': 0.0, 'Administration of steroids': 0.0, 'Administration of bronchodilators': 0.0, 'ECG, any abnormality': 0.0}
15.87190.0818103.59790.02000.02000.01280.03830.02170.02170.01460.04150.0{'15.0': 0.0, 'A': 0.04739336492890995, 'N': 0.0, 'Y': 0.054968287526427066, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 0.7499999999999999, 'Leukocytes': 0.0, 'C-Reactive Protein': 0.0, 'Cardiovascular diseases (except for HF)': 0.015873015873015872, 'Antihypertensive therapy': 0.05882352941176471, 'Thoracic ultrasound, any abnormalities': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Blood sodium': 0.0, 'Blood potassium': 0.0, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 0.0, 'Respiratory Rate': 0.0, 'Body temperature': 0.0, 'Blood calcium': 0.0, 'pH': 0.0, 'Lactates': 0.0, 'History of drug allergy': 0.0, 'TLoC while supine': 0.0, 'TLoC during effort': 0.0, 'Poly-pharmacological therapy (>= 5)': 0.07317073170731708, 'Level of consciousness': 0.09259259259259259, 'Anticoagulants or antiplatelet drug therapy': 0.03636363636363636, 'Diffuse vascular disease': 0.13793103448275862, 'Creatinine': 0.0, 'Heart Rate': 0.0, 'Administration of steroids': 0.0, 'Administration of bronchodilators': 0.5, 'ECG, any abnormality': 0.0}
15.87190.0982123.37600.61250.61250.22180.54110.66430.66430.26040.61310.0{'15.0': 0.0, 'A': 0.6666666666666666, 'N': 0.0, 'Y': 0.7743055555555556, 'eupnoic': 0.33333333333333337, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'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': 0.9923664122137404, 'Thoracic ultrasound, any abnormalities': 0.3157894736842105, 'Cardiac ultrasound, any abnormality': 0.42222222222222217, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 0.0, 'Respiratory Rate': 0.33333333333333337, 'Body temperature': 0.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.0, 'TLoC while supine': 0.0, 'TLoC during effort': 0.0, 'Poly-pharmacological therapy (>= 5)': 0.9936305732484078, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Diffuse vascular disease': 1.0, 'Creatinine': 1.0, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
15.87190.1145143.15420.62580.62580.26680.55810.67870.67870.31120.62220.0{'15.0': 0.0, 'A': 0.6666666666666666, 'N': 0.13999999999999999, 'Y': 0.7566182749786508, 'eupnoic': 0.5714285714285715, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'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)': 0.9959839357429718, 'Antihypertensive therapy': 0.96875, 'Thoracic ultrasound, any abnormalities': 0.923076923076923, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 0.028169014084507043, 'Respiratory Rate': 0.5714285714285715, 'Body temperature': 0.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.0, 'TLoC while supine': 0.0, 'TLoC during effort': 0.0, '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': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
13.59380.1309162.94060.60470.60470.19750.55900.65580.65580.22580.60640.0{'15.0': 0.0, 'A': 0.6666666666666666, 'N': 0.15306122448979592, 'Y': 0.7602862254025046, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'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)': 0.9451476793248946, 'Antihypertensive therapy': 0.9180327868852458, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 0.028169014084507043, 'Respiratory Rate': 0.0, 'Body temperature': 0.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.0, 'TLoC while supine': 0.0, 'TLoC during effort': 0.0, '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': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
13.59380.1472182.75620.61250.61250.20240.56790.66430.66430.23130.61590.0{'15.0': 0.0, 'A': 0.6666666666666666, 'N': 0.18556701030927836, 'Y': 0.7667560321715818, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'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)': 0.9583333333333334, 'Antihypertensive therapy': 0.96875, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 0.0, 'Respiratory Rate': 0.0, 'Body temperature': 0.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.0, 'TLoC while supine': 0.8, 'TLoC during effort': 0.8, 'Poly-pharmacological therapy (>= 5)': 0.9673202614379084, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Diffuse vascular disease': 1.0, 'Creatinine': 1.0, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
11.3250.1636202.62710.68490.68490.23520.64040.74280.74280.26900.69530.0{'15.0': 0.0, 'A': 0.8555555555555555, 'N': 0.2087912087912088, 'Y': 0.8170055452865065, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'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)': 0.9919354838709677, 'Antihypertensive therapy': 0.9767441860465117, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 0.33116883116883117, 'Foreign body in the airways': 0.0, 'Respiratory Rate': 0.0, 'Body temperature': 0.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.0, 'TLoC while supine': 0.8, 'TLoC during effort': 1.0, 'Poly-pharmacological therapy (>= 5)': 0.9936305732484078, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Diffuse vascular disease': 1.0, 'Creatinine': 1.0, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
11.3250.1800222.53650.70490.70490.27100.69670.76450.76450.31000.75610.0{'15.0': 0.0, 'A': 0.9975669099756691, 'N': 0.35766423357664234, 'Y': 0.812433011789925, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'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)': 0.8687782805429864, 'Antihypertensive therapy': 0.8421052631578948, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 0.9722222222222222, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 0.4975609756097561, 'Foreign body in the airways': 0.5858585858585859, 'Respiratory Rate': 0.0, 'Body temperature': 0.0, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.0, 'TLoC while supine': 1.0, 'TLoC during effort': 1.0, 'Poly-pharmacological therapy (>= 5)': 0.8633093525179857, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Diffuse vascular disease': 1.0, 'Creatinine': 1.0, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 0.9600000000000001}
11.3250.1963242.44640.72160.72160.35440.73950.73310.73310.29950.73960.5857{'15.0': 0.7387387387387387, 'A': 0.9521531100478469, 'N': 0.33098591549295775, 'Y': 0.813063063063063, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.0}{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 0.888888888888889, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 0.8687782805429864, 'Antihypertensive therapy': 0.8421052631578948, 'Thoracic ultrasound, any abnormalities': 0.8375000000000001, 'Cardiac ultrasound, any abnormality': 0.6144781144781144, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 0.851781429670877, 'Foreign body in the airways': 0.5567010309278351, 'Respiratory Rate': 0.0, 'Body temperature': 0.0, 'Blood calcium': 1.0, 'pH': 0.8571428571428571, 'Lactates': 1.0, 'History of drug allergy': 0.0, 'TLoC while supine': 1.0, 'TLoC during effort': 1.0, 'Poly-pharmacological therapy (>= 5)': 0.855072463768116, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Diffuse vascular disease': 1.0, 'Creatinine': 1.0, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 0.761904761904762}
10.17190.2127262.37550.77510.77510.42460.76770.76090.76090.34660.75060.9429{'15.0': 0.9705882352941176, 'A': 0.9951690821256038, 'N': 0.338235294117647, 'Y': 0.8072805139186295, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.2857142857142857}{'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)': 0.8687782805429864, 'Antihypertensive therapy': 0.8521739130434782, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 0.8300653594771241, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 0.9852941176470589, 'Foreign body in the airways': 0.5416666666666666, 'Respiratory Rate': 0.0, 'Body temperature': 0.2857142857142857, 'Blood calcium': 1.0, 'pH': 0.6666666666666666, 'Lactates': 1.0, 'History of drug allergy': 0.0, 'TLoC while supine': 1.0, 'TLoC during effort': 1.0, 'Poly-pharmacological therapy (>= 5)': 0.8633093525179857, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Diffuse vascular disease': 1.0, 'Creatinine': 1.0, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
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9.3250.2454302.25310.83630.83630.49220.81730.82610.82610.42280.80370.9571{'15.0': 0.9781021897810218, 'A': 1.0, 'N': 0.42477876106194695, 'Y': 0.8678861788617888, 'eupnoic': 0.0, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.6666666666666666}{'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)': 0.983739837398374, 'Antihypertensive therapy': 0.9846153846153847, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 0.9890510948905109, 'Foreign body in the airways': 0.5714285714285715, 'Respiratory Rate': 0.0, 'Body temperature': 0.6666666666666666, 'Blood calcium': 1.0, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.0, 'TLoC while supine': 1.0, 'TLoC during effort': 1.0, 'Poly-pharmacological therapy (>= 5)': 0.8951048951048951, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Diffuse vascular disease': 1.0, 'Creatinine': 1.0, 'Heart Rate': 0.0, '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