crf-gemma-gemma-3-27b-it

ferrazzipietro/crf-gemma-gemma-3-27b-it

crf-gemma-gemma-3-27b-it 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. The card lists the license as gemma.

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

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At a glance

Task: Text Generation
Library: peft
License: gemma
Access: Public
Created: Jul 21, 2026
Updated: Jul 21, 2026
SHA: edfafde6

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Base models

google/gemma-3-27b-it

Model card

From the Hugging Face model README

crf-gemma-gemma-3-27b-it

This model is a fine-tuned version of google/gemma-3-27b-it on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 1.3763
Aaa Accuracy: 0.9955
Aaa F1 Micro: 0.9955
Aaa F1 Macro: 0.9978
Aaa F1 Weighted: 0.9955
Aaa Accuracy Categorical: 0.9952
Aaa F1 Micro Categorical: 0.9952
Aaa F1 Macro Categorical: 0.9975
Aaa F1 Weighted Categorical: 0.9952
Aaa Accuracy Numerical: 1.0
Class/f1 Results Per Class: {'15.0': 1.0, 'A': 1.0, 'N': 0.9871794871794872, 'Y': 0.9955456570155902, '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': 0.9523809523809523, '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': 0.9770992366412213, '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
train_batch_size: 8
eval_batch_size: 16
seed: 42
distributed_type: multi-GPU
gradient_accumulation_steps: 8
total_train_batch_size: 64
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_steps: 0.1
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Aaa Accuracy	Aaa F1 Micro	Aaa F1 Macro	Aaa F1 Weighted	Aaa Accuracy Categorical	Aaa F1 Micro Categorical	Aaa F1 Macro Categorical	Aaa F1 Weighted Categorical	Aaa Accuracy Numerical	Class/f1 Results Per Class	Items/f1 Scores Per Item
3.9883	0.0327	2	4.0546	0.6047	0.6047	0.7311	0.6383	0.6558	0.6558	0.8355	0.6922	0.0	{'15.0': 0.0, 'A': 0.03809523809523809, 'N': 0.90282131661442, 'Y': 0.9075630252100839, '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': 0.19999999999999998, 'C-Reactive Protein': 0.42857142857142855, 'Cardiovascular diseases (except for HF)': 0.9795918367346939, 'Antihypertensive therapy': 0.9846153846153847, 'Thoracic ultrasound, any abnormalities': 0.8452380952380951, 'Cardiac ultrasound, any abnormality': 0.7634146341463415, 'Blood sodium': 0.4, 'Blood potassium': 0.0, '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': 0.9848484848484849, 'TLoC while supine': 0.0, 'TLoC during effort': 0.5, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 0.07476635514018691, 'Anticoagulants or antiplatelet drug therapy': 0.9514563106796117, 'Diffuse vascular disease': 0.5789473684210525, 'Creatinine': 0.0, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
3.9883	0.0654	4	3.3665	0.5390	0.5390	0.7252	0.6036	0.5845	0.5845	0.8288	0.6546	0.0	{'15.0': 0.0, 'A': 0.08372093023255814, 'N': 0.8993710691823898, 'Y': 0.8181818181818182, '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': 0.3636363636363636, 'C-Reactive Protein': 0.5333333333333333, 'Cardiovascular diseases (except for HF)': 0.8425925925925926, 'Antihypertensive therapy': 0.9, 'Thoracic ultrasound, any abnormalities': 0.8452380952380951, 'Cardiac ultrasound, any abnormality': 0.8270509977827051, 'Blood sodium': 0.4, 'Blood potassium': 0.0, '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': 0.953125, 'TLoC while supine': 0.0, 'TLoC during effort': 1.0, 'Poly-pharmacological therapy (>= 5)': 0.8873239436619719, 'Level of consciousness': 0.16071428571428573, 'Anticoagulants or antiplatelet drug therapy': 0.8387096774193548, 'Diffuse vascular disease': 0.5789473684210525, 'Creatinine': 0.0, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
3.8628	0.0982	6	2.6538	0.2940	0.2940	0.4106	0.4106	0.3188	0.3188	0.4693	0.4453	0.0	{'15.0': 0.0, 'A': 0.4393939393939394, 'N': 0.8327402135231318, 'Y': 0.3082706766917293, 'eupnoic': 0.33333333333333337, 'non first episode': 0.5714285714285715, 'normocardic': 0.0, 'normothermic': 0.8}	{'History of epilepsy': 0.5714285714285715, 'Antiepileptic therapy already in place': 0.0, 'Leukocytes': 0.6153846153846153, 'C-Reactive Protein': 0.625, 'Cardiovascular diseases (except for HF)': 0.37662337662337664, 'Antihypertensive therapy': 0.2631578947368421, 'Thoracic ultrasound, any abnormalities': 0.6136363636363636, 'Cardiac ultrasound, any abnormality': 0.5905797101449275, 'Blood sodium': 0.4, 'Blood potassium': 0.5714285714285715, 'Level of consciousness (GCS)': 0.0, 'Foreign body in the airways': 0.9781021897810218, 'Respiratory Rate': 0.33333333333333337, 'Body temperature': 0.8, 'Blood calcium': 0.0, 'pH': 0.0, 'Lactates': 0.4, 'History of drug allergy': 0.7358490566037735, 'TLoC while supine': 0.5, 'TLoC during effort': 0.5, 'Poly-pharmacological therapy (>= 5)': 0.2826086956521739, 'Level of consciousness': 0.7204968944099379, 'Anticoagulants or antiplatelet drug therapy': 0.22950819672131148, 'Diffuse vascular disease': 0.0, 'Creatinine': 0.0, 'Heart Rate': 0.0, 'Administration of steroids': 0.5, 'Administration of bronchodilators': 0.5, 'ECG, any abnormality': 0.2666666666666667}
3.8628	0.1309	8	2.4087	0.7773	0.7773	0.8117	0.7759	0.8430	0.8430	0.9276	0.8415	0.0	{'15.0': 0.0, 'A': 0.6709677419354839, 'N': 0.9444444444444444, 'Y': 0.8778467908902693, '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)': 0.9626556016597512, 'Antihypertensive therapy': 0.9846153846153847, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 0.920997920997921, 'Blood sodium': 0.8571428571428571, 'Blood potassium': 0.7499999999999999, 'Level of consciousness (GCS)': 0.009615384615384614, 'Foreign body in the airways': 1.0, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 0.5, 'pH': 1.0, 'Lactates': 1.0, 'History of drug allergy': 0.9770992366412213, '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': 0.9811320754716981, 'Diffuse vascular disease': 0.9811320754716981, 'Creatinine': 0.7692307692307693, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
2.5715	0.1636	10	2.1303	0.8474	0.8474	0.7902	0.8453	0.9191	0.9191	0.9031	0.9168	0.0	{'15.0': 0.0, 'A': 0.8361581920903954, 'N': 0.9807692307692307, 'Y': 0.9330543933054394, 'eupnoic': 1.0, 'non first episode': 0.5714285714285715, 'normocardic': 1.0, 'normothermic': 1.0}	{'History of epilepsy': 0.5714285714285715, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 1.0, 'Cardiovascular diseases (except for HF)': 0.9919354838709677, '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)': 0.304054054054054, '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': 0.9692307692307692, '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}
2.5715	0.1963	12	1.9475	0.9354	0.9354	0.8292	0.9516	0.9686	0.9686	0.8472	0.9725	0.5429	{'15.0': 0.7037037037037037, 'A': 1.0, 'N': 0.9533333333333334, 'Y': 0.9767441860465116, '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': 0.9923664122137404, 'Thoracic ultrasound, any abnormalities': 1.0, 'Cardiac ultrasound, any abnormality': 0.9487179487179487, 'Blood sodium': 1.0, 'Blood potassium': 0.888888888888889, 'Level of consciousness (GCS)': 0.8518518518518519, 'Foreign body in the airways': 0.9928057553956835, 'Respiratory Rate': 1.0, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 0.6666666666666666, 'Lactates': 1.0, 'History of drug allergy': 0.9016393442622952, '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': 0.9811320754716981, 'Diffuse vascular disease': 1.0, 'Creatinine': 0.9333333333333333, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
2.5715	0.2290	14	1.8618	0.9710	0.9710	0.8539	0.9775	0.9698	0.9698	0.8340	0.9762	0.9857	{'15.0': 0.9928057553956835, 'A': 1.0, 'N': 0.9704918032786886, 'Y': 0.9787709497206705, 'eupnoic': 0.888888888888889, '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': 0.8916666666666666, 'Blood sodium': 1.0, 'Blood potassium': 1.0, 'Level of consciousness (GCS)': 0.9964028776978417, 'Foreign body in the airways': 0.9928057553956835, 'Respiratory Rate': 0.888888888888889, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 0.0, 'Lactates': 1.0, 'History of drug allergy': 0.953125, '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': 0.4, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
1.9779	0.2618	16	1.7858	0.9710	0.9710	0.7194	0.9792	0.9698	0.9698	0.6804	0.9780	0.9857	{'15.0': 0.9928057553956835, 'A': 1.0, 'N': 0.9839228295819937, 'Y': 0.9808342728297633, 'eupnoic': 0.888888888888889, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 0.9090909090909091}	{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 0.9411764705882353, 'C-Reactive Protein': 0.9523809523809523, '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': 0.9928057553956835, 'Respiratory Rate': 0.888888888888889, 'Body temperature': 0.9090909090909091, 'Blood calcium': 1.0, 'pH': 0.0, 'Lactates': 1.0, 'History of drug allergy': 0.9770992366412213, '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': 0.2222222222222222, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
1.9779	0.2945	18	1.7197	0.9777	0.9777	0.7323	0.9826	0.9758	0.9758	0.6941	0.9811	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9842271293375395, 'Y': 0.9853107344632769, 'eupnoic': 0.888888888888889, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 1.0}	{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 0.9, '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': 0.9928057553956835, 'Respiratory Rate': 0.888888888888889, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 0.0, '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': 0.4, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
1.7363	0.3272	20	1.6669	0.9811	0.9811	0.7335	0.9854	0.9795	0.9795	0.6954	0.9842	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904761904761905, 'Y': 0.9887387387387387, 'eupnoic': 0.888888888888889, 'non first episode': 0.0, 'normocardic': 0.0, 'normothermic': 1.0}	{'History of epilepsy': 0.0, 'Antiepileptic therapy already in place': 1.0, 'Leukocytes': 1.0, 'C-Reactive Protein': 0.9, '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': 0.9928057553956835, 'Respiratory Rate': 0.888888888888889, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 0.0, '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': 0.7692307692307693, 'Heart Rate': 0.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
1.7363	0.3599	22	1.6114	0.9833	0.9833	0.8587	0.9871	0.9819	0.9819	0.8385	0.9860	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904761904761905, 'Y': 0.9898762654668166, 'eupnoic': 0.888888888888889, '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': 0.9, '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': 0.9928057553956835, 'Respiratory Rate': 0.888888888888889, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 0.0, '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': 0.8571428571428571, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
1.7363	0.3926	24	1.5673	0.9878	0.9878	0.8596	0.9899	0.9867	0.9867	0.8396	0.9891	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9936305732484076, 'Y': 0.9944008958566629, 'eupnoic': 0.888888888888889, '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': 0.9523809523809523, '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': 0.9928057553956835, 'Respiratory Rate': 0.888888888888889, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 0.8571428571428571, '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': 0.8571428571428571, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
1.5668	0.4254	26	1.5384	0.9878	0.9878	0.8592	0.9894	0.9867	0.9867	0.8391	0.9885	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904153354632588, 'Y': 0.994413407821229, 'eupnoic': 0.888888888888889, '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': 0.9523809523809523, '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': 0.9928057553956835, 'Respiratory Rate': 0.888888888888889, 'Body temperature': 1.0, 'Blood calcium': 1.0, 'pH': 0.8571428571428571, 'Lactates': 1.0, 'History of drug allergy': 0.9924812030075187, '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': 0.9333333333333333, 'Heart Rate': 1.0, 'Administration of steroids': 1.0, 'Administration of bronchodilators': 1.0, 'ECG, any abnormality': 1.0}
1.5668	0.4581	28	1.5115	0.9900	0.9900	0.8595	0.9905	0.9891	0.9891	0.8394	0.9897	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904153354632588, 'Y': 0.9966555183946487, 'eupnoic': 0.888888888888889, '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': 0.9523809523809523, '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': 0.9928057553956835, 'Respiratory Rate': 0.888888888888889, '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': 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}
1.4092	0.4908	30	1.4869	0.9889	0.9889	0.8590	0.9894	0.9879	0.9879	0.8388	0.9885	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9872611464968153, 'Y': 0.9955357142857143, 'eupnoic': 0.888888888888889, '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': 0.9, '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': 0.9928057553956835, 'Respiratory Rate': 0.888888888888889, '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': 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}
1.4092	0.5235	32	1.4662	0.9922	0.9922	0.9151	0.9930	0.9915	0.9915	0.9029	0.9924	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904761904761905, 'Y': 0.9966480446927374, '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': 0.9, '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': 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}
1.4092	0.5562	34	1.4496	0.9967	0.9967	0.9984	0.9967	0.9964	0.9964	0.9982	0.9964	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904761904761905, 'Y': 0.9966480446927374, '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': 0.9, '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': 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}
1.3980	0.5890	36	1.4350	0.9967	0.9967	0.9984	0.9967	0.9964	0.9964	0.9982	0.9964	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904761904761905, 'Y': 0.9966480446927374, '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': 0.9, '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': 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}
1.3980	0.6217	38	1.4243	0.9944	0.9944	0.9973	0.9944	0.9940	0.9940	0.9969	0.9940	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9842271293375395, 'Y': 0.9944008958566629, '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': 0.9, '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': 1.0, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9811320754716981, '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}
1.2904	0.6544	40	1.4158	0.9944	0.9944	0.9973	0.9944	0.9940	0.9940	0.9969	0.9940	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9842271293375395, 'Y': 0.9944008958566629, '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': 0.9, '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': 1.0, 'Poly-pharmacological therapy (>= 5)': 1.0, 'Level of consciousness': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.9811320754716981, '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}
1.2904	0.6871	42	1.4057	0.9967	0.9967	0.9984	0.9967	0.9964	0.9964	0.9982	0.9964	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904761904761905, 'Y': 0.9966480446927374, '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': 0.9, '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': 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}
1.2904	0.7198	44	1.3973	0.9967	0.9967	0.9984	0.9967	0.9964	0.9964	0.9982	0.9964	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904761904761905, 'Y': 0.9966480446927374, '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': 0.9, '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': 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}
1.2654	0.7526	46	1.3910	0.9967	0.9967	0.9984	0.9967	0.9964	0.9964	0.9982	0.9964	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904153354632588, 'Y': 0.9966555183946487, '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': 0.9523809523809523, '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': 0.9848484848484849, '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}
1.2654	0.7853	48	1.3858	0.9944	0.9944	0.9973	0.9944	0.9940	0.9940	0.9969	0.9940	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9840255591054313, 'Y': 0.9944258639910813, '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': 0.9, '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': 0.9770992366412213, '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}
1.2564	0.8180	50	1.3834	0.9955	0.9955	0.9978	0.9955	0.9952	0.9952	0.9975	0.9952	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9871794871794872, 'Y': 0.9955456570155902, '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': 0.9523809523809523, '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': 0.9770992366412213, '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}
1.2564	0.8507	52	1.3803	0.9967	0.9967	0.9984	0.9967	0.9964	0.9964	0.9982	0.9964	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904153354632588, 'Y': 0.9966555183946487, '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': 0.9523809523809523, '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': 0.9848484848484849, '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}
1.2564	0.8834	54	1.3788	0.9955	0.9955	0.9978	0.9955	0.9952	0.9952	0.9975	0.9952	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9871794871794872, 'Y': 0.9955456570155902, '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': 0.9523809523809523, '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': 0.9770992366412213, '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}
1.2778	0.9162	56	1.3778	0.9955	0.9955	0.9978	0.9955	0.9952	0.9952	0.9975	0.9952	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9871794871794872, 'Y': 0.9955456570155902, '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': 0.9523809523809523, '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': 0.9770992366412213, '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}
1.2778	0.9489	58	1.3769	0.9967	0.9967	0.9984	0.9967	0.9964	0.9964	0.9982	0.9964	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904153354632588, 'Y': 0.9966555183946487, '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': 0.9523809523809523, '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': 0.9848484848484849, '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}
1.1935	0.9816	60	1.3770	0.9967	0.9967	0.9984	0.9967	0.9964	0.9964	0.9982	0.9964	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904153354632588, 'Y': 0.9966555183946487, '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': 0.9523809523809523, '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': 0.9848484848484849, '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}
1.1935	1.0	62	1.3767	0.9967	0.9967	0.9984	0.9967	0.9964	0.9964	0.9982	0.9964	1.0	{'15.0': 1.0, 'A': 1.0, 'N': 0.9904153354632588, 'Y': 0.9966555183946487, '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': 0.9523809523809523, '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': 0.9848484848484849, '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}

Framework versions

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

Task: Text Generation
Library: peft
License: gemma
Created: Jul 21, 2026
Updated: Jul 21, 2026