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--- |
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license: apache-2.0 |
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base_model: google/flan-t5-small |
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tags: |
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- generated_from_trainer |
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model-index: |
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- name: classification_flan_t5_enriched |
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results: [] |
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--- |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. --> |
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# classification_flan_t5_enriched |
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This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on an unknown dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.6387 |
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- Classification Report: precision recall f1-score support |
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ALLERGY 1.0000 0.5000 0.6667 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.3000 0.7500 0.4286 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 1.0000 1.0000 1.0000 1 |
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FAM/SOCHX 0.8148 1.0000 0.8980 22 |
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GENHX 0.6923 0.9000 0.7826 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7143 0.7143 0.7143 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.5714 1.0000 0.7273 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.6667 0.1818 0.2857 11 |
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accuracy 0.6500 100 |
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macro avg 0.3380 0.3523 0.3252 100 |
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weighted avg 0.6059 0.6500 0.5984 100 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 0.0001 |
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- train_batch_size: 7 |
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- eval_batch_size: 7 |
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- seed: 42 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: linear |
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- num_epochs: 20 |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Classification Report | |
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|:-------------:|:-----:|:----:|:---------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:| |
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| No log | 1.0 | 172 | 0.7417 | precision recall f1-score support |
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ALLERGY 0.2500 0.5000 0.3333 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.7222 0.5909 0.6500 22 |
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GENHX 0.5143 0.9000 0.6545 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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ICT 0.0000 0.0000 0.0000 0 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNITIES 0.0000 0.0000 0.0000 0 |
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IMMUNITIVES 0.0000 0.0000 0.0000 0 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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INFLUENCED 0.0000 0.0000 0.0000 0 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.5000 0.4286 0.4615 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.2000 0.2500 0.2222 4 |
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PASTSURGICAL 0.5000 0.7500 0.6000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.0000 0.0000 0.0000 11 |
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thoughts 0.0000 0.0000 0.0000 0 |
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accuracy 0.4300 100 |
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macro avg 0.1033 0.1315 0.1124 100 |
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weighted avg 0.3547 0.4300 0.3764 100 |
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| No log | 2.0 | 344 | 0.5061 | precision recall f1-score support |
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ALLERGY 0.5000 0.2500 0.3333 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.8400 0.9545 0.8936 22 |
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GENHX 0.4524 0.9500 0.6129 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.4545 0.7143 0.5556 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.4286 0.7500 0.5455 4 |
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PASTSURGICAL 0.8889 1.0000 0.9412 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.0000 0.0000 0.0000 11 |
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thoughts 0.0000 0.0000 0.0000 0 |
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accuracy 0.5700 100 |
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macro avg 0.1697 0.2199 0.1849 100 |
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weighted avg 0.4153 0.5700 0.4685 100 |
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| 0.6004 | 3.0 | 516 | 0.4744 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.2500 0.2500 0.2500 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.9130 0.9545 0.9333 22 |
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GENHX 0.6552 0.9500 0.7755 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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How are you feeling? 0.0000 0.0000 0.0000 0 |
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I am going home with my son 0.0000 0.0000 0.0000 0 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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INVATIONS 0.0000 0.0000 0.0000 0 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.5714 0.5714 0.5714 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.4444 1.0000 0.6154 4 |
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PASTSURGICAL 0.8000 1.0000 0.8889 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 1.0000 0.0909 0.1667 11 |
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accuracy 0.5900 100 |
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macro avg 0.2450 0.2203 0.2001 100 |
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weighted avg 0.6137 0.5900 0.5405 100 |
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| 0.6004 | 4.0 | 688 | 0.4568 | precision recall f1-score support |
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ALLERGY 0.5000 0.2500 0.3333 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 1.0000 0.2500 0.4000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
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GENHX 0.6129 0.9500 0.7451 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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How are you feeling? 0.0000 0.0000 0.0000 0 |
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I am going home with my son 0.0000 0.0000 0.0000 0 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.5000 1.0000 0.6667 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6250 0.7143 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.5000 1.0000 0.6667 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 1.0000 0.1818 0.3077 11 |
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accuracy 0.6300 100 |
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macro avg 0.2863 0.2759 0.2479 100 |
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weighted avg 0.6275 0.6300 0.5739 100 |
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| 0.6004 | 5.0 | 860 | 0.4503 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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Afib 0.0000 0.0000 0.0000 0 |
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CC 0.2222 0.5000 0.3077 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 1.0000 1.0000 1.0000 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
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GENHX 0.8261 0.9500 0.8837 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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How are you feeling? 0.0000 0.0000 0.0000 0 |
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I am going home with my son 0.0000 0.0000 0.0000 0 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6250 0.7143 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.5714 1.0000 0.7273 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.6667 0.1818 0.2857 11 |
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thoughts 0.0000 0.0000 0.0000 0 |
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accuracy 0.6400 100 |
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macro avg 0.2816 0.2748 0.2578 100 |
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weighted avg 0.6302 0.6400 0.6039 100 |
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| 0.1554 | 6.0 | 1032 | 0.4714 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.0000 0.0000 0.0000 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
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GENHX 0.5758 0.9500 0.7170 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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How are you feeling? 0.0000 0.0000 0.0000 0 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.3333 1.0000 0.5000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6250 0.7143 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.3636 1.0000 0.5333 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 1.0000 0.1818 0.3077 11 |
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accuracy 0.6200 100 |
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macro avg 0.2735 0.2903 0.2401 100 |
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weighted avg 0.5929 0.6200 0.5479 100 |
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| 0.1554 | 7.0 | 1204 | 0.4865 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 1.0000 0.5000 0.6667 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 1.0000 1.0000 1.0000 1 |
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FAM/SOCHX 0.8696 0.9091 0.8889 22 |
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GENHX 0.6333 0.9500 0.7600 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.5000 1.0000 0.6667 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6250 0.7143 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.3636 1.0000 0.5333 4 |
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PASTSURGICAL 0.8889 1.0000 0.9412 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 1.0000 0.1818 0.3077 11 |
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accuracy 0.6300 100 |
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macro avg 0.3940 0.3753 0.3416 100 |
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weighted avg 0.6524 0.6300 0.5840 100 |
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| 0.1554 | 8.0 | 1376 | 0.4980 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.6667 0.5000 0.5714 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.8800 1.0000 0.9362 22 |
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GENHX 0.5938 0.9500 0.7308 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6250 0.7143 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.5714 1.0000 0.7273 4 |
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PASTSURGICAL 0.8889 1.0000 0.9412 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.6667 0.1818 0.2857 11 |
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accuracy 0.6300 100 |
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macro avg 0.2946 0.2798 0.2630 100 |
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weighted avg 0.5901 0.6300 0.5734 100 |
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| 0.0947 | 9.0 | 1548 | 0.5413 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.4000 0.5000 0.4444 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 0.0000 0.0000 0.0000 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
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GENHX 0.6552 0.9500 0.7755 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6250 0.7143 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.5000 1.0000 0.6667 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 1.0000 0.1818 0.3077 11 |
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accuracy 0.6300 100 |
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macro avg 0.3013 0.2798 0.2589 100 |
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weighted avg 0.6269 0.6300 0.5777 100 |
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| 0.0947 | 10.0 | 1720 | 0.5247 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.4286 0.7500 0.5455 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 1.0000 1.0000 1.0000 1 |
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FAM/SOCHX 0.8400 0.9545 0.8936 22 |
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GENHX 0.7308 0.9500 0.8261 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6250 0.7143 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.4000 1.0000 0.5714 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.6667 0.1818 0.2857 11 |
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thoughts 0.0000 0.0000 0.0000 0 |
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accuracy 0.6400 100 |
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macro avg 0.3186 0.3238 0.2947 100 |
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weighted avg 0.6112 0.6400 0.5906 100 |
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| 0.0947 | 11.0 | 1892 | 0.5280 | precision recall f1-score support |
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ALLERGY 0.6667 0.5000 0.5714 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.4000 0.5000 0.4444 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 1.0000 1.0000 1.0000 1 |
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FAM/SOCHX 0.9167 1.0000 0.9565 22 |
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GENHX 0.5758 0.9500 0.7170 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7143 0.7143 0.7143 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.5714 1.0000 0.7273 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.6667 0.1818 0.2857 11 |
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accuracy 0.6500 100 |
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macro avg 0.3256 0.3423 0.3208 100 |
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weighted avg 0.5957 0.6500 0.5950 100 |
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| 0.0587 | 12.0 | 2064 | 0.5994 | precision recall f1-score support |
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ALLERGY 1.0000 0.5000 0.6667 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.5714 1.0000 0.7273 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 1.0000 1.0000 1.0000 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
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GENHX 0.6667 1.0000 0.8000 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.7143 0.7143 0.7143 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.5000 1.0000 0.6667 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 1.0000 0.1818 0.3077 11 |
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thoughts 0.0000 0.0000 0.0000 0 |
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accuracy 0.6800 100 |
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macro avg 0.3475 0.3522 0.3238 100 |
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weighted avg 0.6523 0.6800 0.6179 100 |
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| 0.0587 | 13.0 | 2236 | 0.5773 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
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CC 0.5000 1.0000 0.6667 4 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 2 |
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EDCOURSE 0.0000 0.0000 0.0000 3 |
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EXAM 1.0000 1.0000 1.0000 1 |
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FAM/SOCHX 0.8462 1.0000 0.9167 22 |
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GENHX 0.6786 0.9500 0.7917 20 |
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GYNHX 0.0000 0.0000 0.0000 1 |
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IMAGING 0.0000 0.0000 0.0000 1 |
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
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LABS 0.0000 0.0000 0.0000 1 |
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MEDICATIONS 0.6250 0.7143 0.6667 7 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
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PASTMEDICALHX 0.5714 1.0000 0.7273 4 |
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PASTSURGICAL 1.0000 1.0000 1.0000 8 |
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PLAN 0.0000 0.0000 0.0000 3 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 1.0000 0.1818 0.3077 11 |
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thoughts 0.0000 0.0000 0.0000 0 |
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accuracy 0.6600 100 |
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macro avg 0.3439 0.3379 0.3084 100 |
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weighted avg 0.6485 0.6600 0.6023 100 |
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| 0.0587 | 14.0 | 2408 | 0.6098 | precision recall f1-score support |
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ALLERGY 1.0000 0.2500 0.4000 4 |
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ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.4000 1.0000 0.5714 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 1.0000 1.0000 1.0000 1 |
|
FAM/SOCHX 0.8400 0.9545 0.8936 22 |
|
GENHX 0.6429 0.9000 0.7500 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.6250 0.7143 0.6667 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.5000 1.0000 0.6667 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 1.0000 0.1818 0.3077 11 |
|
|
|
accuracy 0.6400 100 |
|
macro avg 0.3504 0.3500 0.3128 100 |
|
weighted avg 0.6331 0.6400 0.5826 100 |
|
| |
|
| 0.0418 | 15.0 | 2580 | 0.6052 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.2500 0.4000 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.3636 1.0000 0.5333 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 1.0000 1.0000 1.0000 1 |
|
FAM/SOCHX 0.8148 1.0000 0.8980 22 |
|
GENHX 0.6923 0.9000 0.7826 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.6250 0.7143 0.6667 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.5714 1.0000 0.7273 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 1.0000 0.1818 0.3077 11 |
|
|
|
accuracy 0.6500 100 |
|
macro avg 0.3534 0.3523 0.3158 100 |
|
weighted avg 0.6389 0.6500 0.5910 100 |
|
| |
|
| 0.0418 | 16.0 | 2752 | 0.5896 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.2500 0.4000 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.2727 0.7500 0.4000 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 1.0000 1.0000 1.0000 1 |
|
FAM/SOCHX 0.8400 0.9545 0.8936 22 |
|
GENHX 0.6923 0.9000 0.7826 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.6250 0.7143 0.6667 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.5000 1.0000 0.6667 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.6667 0.1818 0.2857 11 |
|
|
|
accuracy 0.6300 100 |
|
macro avg 0.3298 0.3375 0.3048 100 |
|
weighted avg 0.6013 0.6300 0.5799 100 |
|
| |
|
| 0.0418 | 17.0 | 2924 | 0.6175 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.5000 0.6667 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.3750 0.7500 0.5000 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 1.0000 1.0000 1.0000 1 |
|
FAM/SOCHX 0.8400 0.9545 0.8936 22 |
|
GENHX 0.6552 0.9500 0.7755 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7143 0.7143 0.7143 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.5000 1.0000 0.6667 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.6667 0.1818 0.2857 11 |
|
|
|
accuracy 0.6500 100 |
|
macro avg 0.3376 0.3525 0.3251 100 |
|
weighted avg 0.6042 0.6500 0.5965 100 |
|
| |
|
| 0.0289 | 18.0 | 3096 | 0.6305 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.5000 0.6667 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.3636 1.0000 0.5333 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 1.0000 1.0000 1.0000 1 |
|
FAM/SOCHX 0.8148 1.0000 0.8980 22 |
|
GENHX 0.6923 0.9000 0.7826 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7143 0.7143 0.7143 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.5714 1.0000 0.7273 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 1.0000 0.1818 0.3077 11 |
|
|
|
accuracy 0.6600 100 |
|
macro avg 0.3578 0.3648 0.3315 100 |
|
weighted avg 0.6451 0.6600 0.6050 100 |
|
| |
|
| 0.0289 | 19.0 | 3268 | 0.6326 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.5000 0.6667 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.3000 0.7500 0.4286 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 1.0000 1.0000 1.0000 1 |
|
FAM/SOCHX 0.8148 1.0000 0.8980 22 |
|
GENHX 0.6923 0.9000 0.7826 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7143 0.7143 0.7143 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.5714 1.0000 0.7273 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.6667 0.1818 0.2857 11 |
|
|
|
accuracy 0.6500 100 |
|
macro avg 0.3380 0.3523 0.3252 100 |
|
weighted avg 0.6059 0.6500 0.5984 100 |
|
| |
|
| 0.0289 | 20.0 | 3440 | 0.6387 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.5000 0.6667 4 |
|
ASSESSMENT 0.0000 0.0000 0.0000 4 |
|
CC 0.3000 0.7500 0.4286 4 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 2 |
|
EDCOURSE 0.0000 0.0000 0.0000 3 |
|
EXAM 1.0000 1.0000 1.0000 1 |
|
FAM/SOCHX 0.8148 1.0000 0.8980 22 |
|
GENHX 0.6923 0.9000 0.7826 20 |
|
GYNHX 0.0000 0.0000 0.0000 1 |
|
IMAGING 0.0000 0.0000 0.0000 1 |
|
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 |
|
LABS 0.0000 0.0000 0.0000 1 |
|
MEDICATIONS 0.7143 0.7143 0.7143 7 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 1 |
|
PASTMEDICALHX 0.5714 1.0000 0.7273 4 |
|
PASTSURGICAL 1.0000 1.0000 1.0000 8 |
|
PLAN 0.0000 0.0000 0.0000 3 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.6667 0.1818 0.2857 11 |
|
|
|
accuracy 0.6500 100 |
|
macro avg 0.3380 0.3523 0.3252 100 |
|
weighted avg 0.6059 0.6500 0.5984 100 |
|
| |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.38.2 |
|
- Pytorch 2.1.0+cu121 |
|
- Datasets 2.18.0 |
|
- Tokenizers 0.15.2 |
|
|
