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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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+
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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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+
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+ # t5-dialogue-classification-enriched
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+
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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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+
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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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+
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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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+
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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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+
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+ ### Training results
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+
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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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+
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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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+
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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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+ |
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+ | No log | 2.0 | 344 | 0.2772 | precision recall f1-score support
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+
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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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+
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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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+ |
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+ | 0.2496 | 3.0 | 516 | 0.2897 | precision recall f1-score support
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+
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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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+
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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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+ |
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+ | 0.2496 | 4.0 | 688 | 0.2703 | precision recall f1-score support
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+
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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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+
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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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+ |
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+ | 0.2496 | 5.0 | 860 | 0.2670 | precision recall f1-score support
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+
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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
200
+ 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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+
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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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+ |
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+ | 0.1353 | 6.0 | 1032 | 0.2786 | precision recall f1-score support
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+
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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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+
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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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+ |
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+ | 0.1353 | 7.0 | 1204 | 0.2730 | precision recall f1-score support
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+
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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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+
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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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+ |
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+ | 0.1353 | 8.0 | 1376 | 0.3150 | precision recall f1-score support
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+
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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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+
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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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+ |
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+ | 0.0858 | 9.0 | 1548 | 0.3058 | precision recall f1-score support
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+
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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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+
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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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+ |
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+ | 0.0858 | 10.0 | 1720 | 0.2911 | precision recall f1-score support
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+
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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
326
+ 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
330
+ GYNHX 0.0000 0.0000 0.0000 1
331
+ IMAGING 0.0000 0.0000 0.0000 1
332
+ IMMUNIZATIONS 0.0000 0.0000 0.0000 1
333
+ LABS 0.0000 0.0000 0.0000 1
334
+ MEDICATIONS 0.7692 1.0000 0.8696 10
335
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
336
+ PASTMEDICALHX 0.5455 0.8571 0.6667 14
337
+ PASTSURGICAL 1.0000 0.8571 0.9231 7
338
+ PLAN 0.0000 0.0000 0.0000 1
339
+ PROCEDURES 0.0000 0.0000 0.0000 1
340
+ ROS 0.8000 0.7059 0.7500 17
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+
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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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+ |
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+ | 0.0858 | 11.0 | 1892 | 0.3449 | precision recall f1-score support
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+
348
+ ALLERGY 1.0000 0.9167 0.9565 12
349
+ ASSESSMENT 0.5000 0.2727 0.3529 11
350
+ CC 0.8000 0.3636 0.5000 11
351
+ DIAGNOSIS 0.0000 0.0000 0.0000 1
352
+ DISPOSITION 0.3333 1.0000 0.5000 1
353
+ EDCOURSE 0.0000 0.0000 0.0000 4
354
+ EXAM 0.2500 0.2000 0.2222 5
355
+ FAM/SOCHX 0.8627 0.9778 0.9167 45
356
+ GENHX 0.7833 0.8868 0.8319 53
357
+ GYNHX 0.0000 0.0000 0.0000 1
358
+ IMAGING 0.0000 0.0000 0.0000 1
359
+ IMMUNIZATIONS 0.0000 0.0000 0.0000 1
360
+ LABS 0.0000 0.0000 0.0000 1
361
+ MEDICATIONS 0.7692 1.0000 0.8696 10
362
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
363
+ PASTMEDICALHX 0.5000 0.8571 0.6316 14
364
+ PASTSURGICAL 1.0000 0.8571 0.9231 7
365
+ PLAN 0.0000 0.0000 0.0000 1
366
+ PROCEDURES 0.0000 0.0000 0.0000 1
367
+ ROS 0.7857 0.6471 0.7097 17
368
+
369
+ accuracy 0.7500 200
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+ macro avg 0.3792 0.3989 0.3707 200
371
+ weighted avg 0.7164 0.7500 0.7194 200
372
+ |
373
+ | 0.0533 | 12.0 | 2064 | 0.3194 | precision recall f1-score support
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+
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+ ALLERGY 1.0000 0.9167 0.9565 12
376
+ ASSESSMENT 0.5714 0.3636 0.4444 11
377
+ CC 0.7143 0.4545 0.5556 11
378
+ DIAGNOSIS 0.0000 0.0000 0.0000 1
379
+ DISPOSITION 0.0000 0.0000 0.0000 1
380
+ EDCOURSE 0.0000 0.0000 0.0000 4
381
+ EXAM 0.3333 0.2000 0.2500 5
382
+ FAM/SOCHX 0.8627 0.9778 0.9167 45
383
+ GENHX 0.8070 0.8679 0.8364 53
384
+ GYNHX 0.0000 0.0000 0.0000 1
385
+ IMAGING 0.0000 0.0000 0.0000 1
386
+ IMMUNIZATIONS 0.0000 0.0000 0.0000 1
387
+ LABS 0.0000 0.0000 0.0000 1
388
+ MEDICATIONS 0.7692 1.0000 0.8696 10
389
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
390
+ PASTMEDICALHX 0.5217 0.8571 0.6486 14
391
+ PASTSURGICAL 1.0000 0.8571 0.9231 7
392
+ PLAN 0.0000 0.0000 0.0000 1
393
+ PROCEDURES 0.0000 0.0000 0.0000 1
394
+ ROS 0.8125 0.7647 0.7879 17
395
+
396
+ accuracy 0.7600 200
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+ macro avg 0.3696 0.3630 0.3594 200
398
+ weighted avg 0.7261 0.7600 0.7347 200
399
+ |
400
+ | 0.0533 | 13.0 | 2236 | 0.3398 | precision recall f1-score support
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+
402
+ ALLERGY 1.0000 0.9167 0.9565 12
403
+ ASSESSMENT 0.6000 0.2727 0.3750 11
404
+ CC 0.5000 0.3636 0.4211 11
405
+ DIAGNOSIS 0.0000 0.0000 0.0000 1
406
+ DISPOSITION 0.0000 0.0000 0.0000 1
407
+ EDCOURSE 0.5000 0.2500 0.3333 4
408
+ EXAM 1.0000 0.2000 0.3333 5
409
+ FAM/SOCHX 0.8600 0.9556 0.9053 45
410
+ GENHX 0.7460 0.8868 0.8103 53
411
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+
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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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+ |
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+ | 0.0533 | 14.0 | 2408 | 0.3339 | precision recall f1-score support
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+
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+ ALLERGY 1.0000 0.9167 0.9565 12
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+ weighted avg 0.7259 0.7700 0.7411 200
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+ |
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+ | 0.0367 | 15.0 | 2580 | 0.3354 | precision recall f1-score support
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+ |
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+ | 0.0367 | 16.0 | 2752 | 0.3511 | precision recall f1-score support
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+
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+ |
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+ | 0.0367 | 17.0 | 2924 | 0.3552 | precision recall f1-score support
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+ |
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+ | 0.0258 | 18.0 | 3096 | 0.3670 | precision recall f1-score support
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560
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+ |
562
+ | 0.0258 | 19.0 | 3268 | 0.3751 | precision recall f1-score support
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+ ASSESSMENT 0.5714 0.3636 0.4444 11
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+ CC 0.6667 0.3636 0.4706 11
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+ PLAN 0.0000 0.0000 0.0000 1
582
+ PROCEDURES 0.0000 0.0000 0.0000 1
583
+ ROS 0.8000 0.7059 0.7500 17
584
+
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+ accuracy 0.7550 200
586
+ macro avg 0.3642 0.3589 0.3534 200
587
+ weighted avg 0.7228 0.7550 0.7291 200
588
+ |
589
+ | 0.0258 | 20.0 | 3440 | 0.3777 | precision recall f1-score support
590
+
591
+ ALLERGY 0.9167 0.9167 0.9167 12
592
+ ASSESSMENT 0.5714 0.3636 0.4444 11
593
+ CC 0.5000 0.3636 0.4211 11
594
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595
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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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+
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+ accuracy 0.7550 200
613
+ macro avg 0.3570 0.3589 0.3519 200
614
+ weighted avg 0.7153 0.7550 0.7277 200
615
+ |
616
+
617
+
618
+ ### Framework versions
619
+
620
+ - Transformers 4.35.2
621
+ - Pytorch 2.1.0+cu121
622
+ - Datasets 2.16.1
623
+ - Tokenizers 0.15.0
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