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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: t5-dialogue-classification-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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# t5-dialogue-classification-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: 0.3777 |
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- Classification Report: precision recall f1-score support |
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ALLERGY 0.9167 0.9167 0.9167 12 |
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ASSESSMENT 0.5714 0.3636 0.4444 11 |
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CC 0.5000 0.3636 0.4211 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.0000 0.0000 0.0000 4 |
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EXAM 0.3333 0.2000 0.2500 5 |
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FAM/SOCHX 0.8600 0.9556 0.9053 45 |
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GENHX 0.8246 0.8868 0.8545 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.5652 0.9286 0.7027 14 |
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PASTSURGICAL 1.0000 0.8571 0.9231 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8000 0.7059 0.7500 17 |
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accuracy 0.7550 200 |
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macro avg 0.3570 0.3589 0.3519 200 |
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weighted avg 0.7153 0.7550 0.7277 200 |
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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 | 0.3252 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.0000 0.0000 0.0000 11 |
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CC 0.2727 0.2727 0.2727 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.0000 0.0000 0.0000 4 |
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EXAM 0.0000 0.0000 0.0000 5 |
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FAM/SOCHX 0.8571 0.9333 0.8936 45 |
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GENHX 0.6923 0.8491 0.7627 53 |
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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 0.8182 0.9000 0.8571 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.3158 0.8571 0.4615 14 |
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PASTSURGICAL 0.8750 1.0000 0.9333 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.4000 0.1176 0.1818 17 |
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accuracy 0.6550 200 |
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macro avg 0.2616 0.2923 0.2660 200 |
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weighted avg 0.5790 0.6550 0.5989 200 |
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| No log | 2.0 | 344 | 0.2772 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.0000 0.0000 0.0000 11 |
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CC 0.4000 0.5455 0.4615 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.0000 0.0000 0.0000 4 |
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EXAM 0.0000 0.0000 0.0000 5 |
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FAM/SOCHX 0.8269 0.9556 0.8866 45 |
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GENHX 0.7541 0.8679 0.8070 53 |
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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 0.8333 1.0000 0.9091 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.4615 0.8571 0.6000 14 |
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PASTSURGICAL 1.0000 1.0000 1.0000 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.6923 0.5294 0.6000 17 |
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accuracy 0.7200 200 |
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macro avg 0.2984 0.3336 0.3110 200 |
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weighted avg 0.6357 0.7200 0.6696 200 |
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| 0.2496 | 3.0 | 516 | 0.2897 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.0000 0.0000 0.0000 11 |
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CC 0.3333 0.3636 0.3478 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.0000 0.0000 0.0000 4 |
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EXAM 0.5000 0.2000 0.2857 5 |
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FAM/SOCHX 0.8627 0.9778 0.9167 45 |
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GENHX 0.6216 0.8679 0.7244 53 |
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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 0.8333 1.0000 0.9091 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.6250 0.7143 0.6667 14 |
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PASTSURGICAL 0.7000 1.0000 0.8235 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7500 0.5294 0.6207 17 |
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accuracy 0.7100 200 |
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macro avg 0.3113 0.3285 0.3126 200 |
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weighted avg 0.6233 0.7100 0.6556 200 |
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| 0.2496 | 4.0 | 688 | 0.2703 | precision recall f1-score support |
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ALLERGY 0.9167 0.9167 0.9167 12 |
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ASSESSMENT 0.0000 0.0000 0.0000 11 |
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CC 0.5556 0.4545 0.5000 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.0000 0.0000 0.0000 4 |
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EXAM 0.5000 0.4000 0.4444 5 |
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FAM/SOCHX 0.8600 0.9556 0.9053 45 |
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GENHX 0.7344 0.8868 0.8034 53 |
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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 0.8333 1.0000 0.9091 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.5000 0.8571 0.6316 14 |
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PASTSURGICAL 1.0000 0.8571 0.9231 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7647 0.7647 0.7647 17 |
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accuracy 0.7450 200 |
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macro avg 0.3332 0.3546 0.3399 200 |
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weighted avg 0.6628 0.7450 0.6972 200 |
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| 0.2496 | 5.0 | 860 | 0.2670 | precision recall f1-score support |
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ALLERGY 0.9167 0.9167 0.9167 12 |
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ASSESSMENT 0.0000 0.0000 0.0000 11 |
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CC 0.4545 0.4545 0.4545 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 1.0000 0.2500 0.4000 4 |
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EXAM 0.5000 0.4000 0.4444 5 |
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FAM/SOCHX 0.8600 0.9556 0.9053 45 |
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GENHX 0.8036 0.8491 0.8257 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.5263 0.7143 0.6061 14 |
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PASTSURGICAL 0.5385 1.0000 0.7000 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7647 0.7647 0.7647 17 |
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accuracy 0.7350 200 |
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macro avg 0.3567 0.3652 0.3443 200 |
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weighted avg 0.6781 0.7350 0.6970 200 |
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| 0.1353 | 6.0 | 1032 | 0.2786 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.0000 0.0000 0.0000 11 |
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CC 0.6250 0.4545 0.5263 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 1.0000 0.5000 0.6667 4 |
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EXAM 0.2500 0.2000 0.2222 5 |
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FAM/SOCHX 0.8776 0.9556 0.9149 45 |
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GENHX 0.7966 0.8868 0.8393 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.4583 0.7857 0.5789 14 |
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PASTSURGICAL 0.6364 1.0000 0.7778 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7647 0.7647 0.7647 17 |
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accuracy 0.7500 200 |
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macro avg 0.3589 0.3732 0.3558 200 |
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weighted avg 0.6870 0.7500 0.7097 200 |
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| 0.1353 | 7.0 | 1204 | 0.2730 | precision recall f1-score support |
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ALLERGY 0.9167 0.9167 0.9167 12 |
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ASSESSMENT 0.5000 0.0909 0.1538 11 |
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CC 0.5000 0.5455 0.5217 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.0000 0.0000 0.0000 4 |
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EXAM 0.1667 0.2000 0.1818 5 |
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FAM/SOCHX 0.8600 0.9556 0.9053 45 |
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GENHX 0.7797 0.8679 0.8214 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.5455 0.8571 0.6667 14 |
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PASTSURGICAL 0.8571 0.8571 0.8571 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8000 0.7059 0.7500 17 |
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accuracy 0.7400 200 |
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macro avg 0.3347 0.3498 0.3322 200 |
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weighted avg 0.6889 0.7400 0.7020 200 |
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| 0.1353 | 8.0 | 1376 | 0.3150 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.5000 0.0909 0.1538 11 |
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CC 0.4167 0.4545 0.4348 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.0000 0.0000 0.0000 4 |
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EXAM 0.1667 0.2000 0.1818 5 |
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FAM/SOCHX 0.8627 0.9778 0.9167 45 |
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GENHX 0.8036 0.8491 0.8257 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.5000 0.9286 0.6500 14 |
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PASTSURGICAL 1.0000 0.8571 0.9231 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7857 0.6471 0.7097 17 |
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accuracy 0.7350 200 |
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macro avg 0.3402 0.3461 0.3311 200 |
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weighted avg 0.6969 0.7350 0.7010 200 |
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| 0.0858 | 9.0 | 1548 | 0.3058 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.6667 0.1818 0.2857 11 |
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CC 0.7500 0.2727 0.4000 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.3333 1.0000 0.5000 1 |
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EDCOURSE 1.0000 0.2500 0.4000 4 |
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EXAM 0.2500 0.2000 0.2222 5 |
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FAM/SOCHX 0.8627 0.9778 0.9167 45 |
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GENHX 0.7541 0.8679 0.8070 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.5200 0.9286 0.6667 14 |
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PASTSURGICAL 1.0000 0.8571 0.9231 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8000 0.7059 0.7500 17 |
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accuracy 0.7500 200 |
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macro avg 0.4353 0.4079 0.3849 200 |
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weighted avg 0.7376 0.7500 0.7175 200 |
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| 0.0858 | 10.0 | 1720 | 0.2911 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.4286 0.2727 0.3333 11 |
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CC 0.4444 0.3636 0.4000 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.5000 0.2500 0.3333 4 |
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EXAM 0.5000 0.2000 0.2857 5 |
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FAM/SOCHX 0.8627 0.9778 0.9167 45 |
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GENHX 0.7759 0.8491 0.8108 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.5455 0.8571 0.6667 14 |
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PASTSURGICAL 1.0000 0.8571 0.9231 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8000 0.7059 0.7500 17 |
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accuracy 0.7450 200 |
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macro avg 0.3813 0.3625 0.3623 200 |
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weighted avg 0.7099 0.7450 0.7189 200 |
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| 0.0858 | 11.0 | 1892 | 0.3449 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.5000 0.2727 0.3529 11 |
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CC 0.8000 0.3636 0.5000 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.3333 1.0000 0.5000 1 |
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EDCOURSE 0.0000 0.0000 0.0000 4 |
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EXAM 0.2500 0.2000 0.2222 5 |
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FAM/SOCHX 0.8627 0.9778 0.9167 45 |
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GENHX 0.7833 0.8868 0.8319 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.5000 0.8571 0.6316 14 |
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PASTSURGICAL 1.0000 0.8571 0.9231 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.7857 0.6471 0.7097 17 |
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accuracy 0.7500 200 |
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macro avg 0.3792 0.3989 0.3707 200 |
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weighted avg 0.7164 0.7500 0.7194 200 |
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| 0.0533 | 12.0 | 2064 | 0.3194 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.5714 0.3636 0.4444 11 |
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CC 0.7143 0.4545 0.5556 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.0000 0.0000 0.0000 4 |
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EXAM 0.3333 0.2000 0.2500 5 |
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FAM/SOCHX 0.8627 0.9778 0.9167 45 |
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GENHX 0.8070 0.8679 0.8364 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.5217 0.8571 0.6486 14 |
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PASTSURGICAL 1.0000 0.8571 0.9231 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8125 0.7647 0.7879 17 |
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accuracy 0.7600 200 |
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macro avg 0.3696 0.3630 0.3594 200 |
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weighted avg 0.7261 0.7600 0.7347 200 |
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| 0.0533 | 13.0 | 2236 | 0.3398 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.6000 0.2727 0.3750 11 |
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CC 0.5000 0.3636 0.4211 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.5000 0.2500 0.3333 4 |
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EXAM 1.0000 0.2000 0.3333 5 |
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FAM/SOCHX 0.8600 0.9556 0.9053 45 |
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GENHX 0.7460 0.8868 0.8103 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.5714 0.8571 0.6857 14 |
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PASTSURGICAL 1.0000 0.8571 0.9231 7 |
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PLAN 0.0000 0.0000 0.0000 1 |
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PROCEDURES 0.0000 0.0000 0.0000 1 |
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ROS 0.8000 0.7059 0.7500 17 |
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accuracy 0.7500 200 |
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macro avg 0.4173 0.3633 0.3682 200 |
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weighted avg 0.7282 0.7500 0.7221 200 |
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| 0.0533 | 14.0 | 2408 | 0.3339 | precision recall f1-score support |
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ALLERGY 1.0000 0.9167 0.9565 12 |
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ASSESSMENT 0.5714 0.3636 0.4444 11 |
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CC 0.6250 0.4545 0.5263 11 |
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DIAGNOSIS 0.0000 0.0000 0.0000 1 |
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DISPOSITION 0.0000 0.0000 0.0000 1 |
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EDCOURSE 0.0000 0.0000 0.0000 4 |
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EXAM 0.3333 0.2000 0.2500 5 |
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FAM/SOCHX 0.8627 0.9778 0.9167 45 |
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GENHX 0.8246 0.8868 0.8545 53 |
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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 0.7692 1.0000 0.8696 10 |
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OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
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PASTMEDICALHX 0.6500 0.9286 0.7647 14 |
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PASTSURGICAL 0.7778 1.0000 0.8750 7 |
|
PLAN 0.0000 0.0000 0.0000 1 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8000 0.7059 0.7500 17 |
|
|
|
accuracy 0.7700 200 |
|
macro avg 0.3607 0.3717 0.3604 200 |
|
weighted avg 0.7259 0.7700 0.7411 200 |
|
| |
|
| 0.0367 | 15.0 | 2580 | 0.3354 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.9167 0.9565 12 |
|
ASSESSMENT 0.4000 0.1818 0.2500 11 |
|
CC 0.5000 0.5455 0.5217 11 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 1 |
|
EDCOURSE 0.5000 0.2500 0.3333 4 |
|
EXAM 0.5000 0.2000 0.2857 5 |
|
FAM/SOCHX 0.8627 0.9778 0.9167 45 |
|
GENHX 0.8364 0.8679 0.8519 53 |
|
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 0.7692 1.0000 0.8696 10 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
|
PASTMEDICALHX 0.6500 0.9286 0.7647 14 |
|
PASTSURGICAL 0.8750 1.0000 0.9333 7 |
|
PLAN 0.0000 0.0000 0.0000 1 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.7647 0.7647 0.7647 17 |
|
|
|
accuracy 0.7700 200 |
|
macro avg 0.3829 0.3816 0.3724 200 |
|
weighted avg 0.7273 0.7700 0.7403 200 |
|
| |
|
| 0.0367 | 16.0 | 2752 | 0.3511 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.9167 0.9565 12 |
|
ASSESSMENT 0.5714 0.3636 0.4444 11 |
|
CC 0.7143 0.4545 0.5556 11 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 1 |
|
EDCOURSE 0.5000 0.2500 0.3333 4 |
|
EXAM 0.5000 0.2000 0.2857 5 |
|
FAM/SOCHX 0.8627 0.9778 0.9167 45 |
|
GENHX 0.8246 0.8868 0.8545 53 |
|
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 0.7692 1.0000 0.8696 10 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
|
PASTMEDICALHX 0.5652 0.9286 0.7027 14 |
|
PASTSURGICAL 1.0000 0.8571 0.9231 7 |
|
PLAN 0.0000 0.0000 0.0000 1 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8125 0.7647 0.7879 17 |
|
|
|
accuracy 0.7750 200 |
|
macro avg 0.4060 0.3800 0.3815 200 |
|
weighted avg 0.7479 0.7750 0.7509 200 |
|
| |
|
| 0.0367 | 17.0 | 2924 | 0.3552 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.9167 0.9565 12 |
|
ASSESSMENT 0.5714 0.3636 0.4444 11 |
|
CC 0.6667 0.3636 0.4706 11 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 1 |
|
EDCOURSE 0.0000 0.0000 0.0000 4 |
|
EXAM 0.3333 0.2000 0.2500 5 |
|
FAM/SOCHX 0.8600 0.9556 0.9053 45 |
|
GENHX 0.8246 0.8868 0.8545 53 |
|
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 0.7692 1.0000 0.8696 10 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
|
PASTMEDICALHX 0.5652 0.9286 0.7027 14 |
|
PASTSURGICAL 0.8750 1.0000 0.9333 7 |
|
PLAN 0.0000 0.0000 0.0000 1 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8000 0.7059 0.7500 17 |
|
|
|
accuracy 0.7600 200 |
|
macro avg 0.3633 0.3660 0.3568 200 |
|
weighted avg 0.7251 0.7600 0.7332 200 |
|
| |
|
| 0.0258 | 18.0 | 3096 | 0.3670 | precision recall f1-score support |
|
|
|
ALLERGY 1.0000 0.9167 0.9565 12 |
|
ASSESSMENT 0.5714 0.3636 0.4444 11 |
|
CC 0.5000 0.4545 0.4762 11 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 1 |
|
EDCOURSE 0.0000 0.0000 0.0000 4 |
|
EXAM 0.3333 0.2000 0.2500 5 |
|
FAM/SOCHX 0.8627 0.9778 0.9167 45 |
|
GENHX 0.8333 0.8491 0.8411 53 |
|
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 0.7692 1.0000 0.8696 10 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
|
PASTMEDICALHX 0.5652 0.9286 0.7027 14 |
|
PASTSURGICAL 1.0000 0.8571 0.9231 7 |
|
PLAN 0.0000 0.0000 0.0000 1 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8000 0.7059 0.7500 17 |
|
|
|
accuracy 0.7550 200 |
|
macro avg 0.3618 0.3627 0.3565 200 |
|
weighted avg 0.7232 0.7550 0.7321 200 |
|
| |
|
| 0.0258 | 19.0 | 3268 | 0.3751 | precision recall f1-score support |
|
|
|
ALLERGY 0.9167 0.9167 0.9167 12 |
|
ASSESSMENT 0.5714 0.3636 0.4444 11 |
|
CC 0.6667 0.3636 0.4706 11 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 1 |
|
EDCOURSE 0.0000 0.0000 0.0000 4 |
|
EXAM 0.3333 0.2000 0.2500 5 |
|
FAM/SOCHX 0.8600 0.9556 0.9053 45 |
|
GENHX 0.8246 0.8868 0.8545 53 |
|
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 0.7692 1.0000 0.8696 10 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
|
PASTMEDICALHX 0.5417 0.9286 0.6842 14 |
|
PASTSURGICAL 1.0000 0.8571 0.9231 7 |
|
PLAN 0.0000 0.0000 0.0000 1 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8000 0.7059 0.7500 17 |
|
|
|
accuracy 0.7550 200 |
|
macro avg 0.3642 0.3589 0.3534 200 |
|
weighted avg 0.7228 0.7550 0.7291 200 |
|
| |
|
| 0.0258 | 20.0 | 3440 | 0.3777 | precision recall f1-score support |
|
|
|
ALLERGY 0.9167 0.9167 0.9167 12 |
|
ASSESSMENT 0.5714 0.3636 0.4444 11 |
|
CC 0.5000 0.3636 0.4211 11 |
|
DIAGNOSIS 0.0000 0.0000 0.0000 1 |
|
DISPOSITION 0.0000 0.0000 0.0000 1 |
|
EDCOURSE 0.0000 0.0000 0.0000 4 |
|
EXAM 0.3333 0.2000 0.2500 5 |
|
FAM/SOCHX 0.8600 0.9556 0.9053 45 |
|
GENHX 0.8246 0.8868 0.8545 53 |
|
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 0.7692 1.0000 0.8696 10 |
|
OTHER_HISTORY 0.0000 0.0000 0.0000 3 |
|
PASTMEDICALHX 0.5652 0.9286 0.7027 14 |
|
PASTSURGICAL 1.0000 0.8571 0.9231 7 |
|
PLAN 0.0000 0.0000 0.0000 1 |
|
PROCEDURES 0.0000 0.0000 0.0000 1 |
|
ROS 0.8000 0.7059 0.7500 17 |
|
|
|
accuracy 0.7550 200 |
|
macro avg 0.3570 0.3589 0.3519 200 |
|
weighted avg 0.7153 0.7550 0.7277 200 |
|
| |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.35.2 |
|
- Pytorch 2.1.0+cu121 |
|
- Datasets 2.16.1 |
|
- Tokenizers 0.15.0 |
|
|
