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---
license: apache-2.0
base_model: google/flan-t5-small
tags:
- generated_from_trainer
model-index:
- name: t5-dialogue-classification-enriched
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# t5-dialogue-classification-enriched
This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5190
- Classification Report: precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.4444 0.3636 0.4000 11
CC 0.6250 0.4545 0.5263 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 0.5000 0.2000 0.2857 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 1.0000 1.0000 1.0000 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 0.6000 0.8571 0.7059 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8000 0.7059 0.7500 17
accuracy 0.7650 200
macro avg 0.4307 0.4599 0.4305 200
weighted avg 0.7285 0.7650 0.7398 200
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0001
- train_batch_size: 7
- eval_batch_size: 7
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 20
### Training results
| Training Loss | Epoch | Step | Validation Loss | Classification Report |
|:-------------:|:-----:|:----:|:---------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
| No log | 1.0 | 172 | 0.3910 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.4545 0.4545 0.4545 11
CC 0.5714 0.3636 0.4444 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 1.0000 0.2500 0.4000 4
EXAM 0.5000 0.2000 0.2857 5
FAM/SOCHX 0.8571 0.9333 0.8936 45
GENHX 0.8070 0.8679 0.8364 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 0.7500 0.9000 0.8182 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5714 0.8571 0.6857 14
PASTSURGICAL 1.0000 1.0000 1.0000 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 0.7550 200
macro avg 0.4162 0.3754 0.3781 200
weighted avg 0.7372 0.7550 0.7356 200
|
| No log | 2.0 | 344 | 0.3943 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.4286 0.2727 0.3333 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 0.0000 0.0000 0.0000 4
EXAM 0.3333 0.2000 0.2500 5
FAM/SOCHX 0.8600 0.9556 0.9053 45
GENHX 0.7833 0.8868 0.8319 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 0.6111 0.7857 0.6875 14
PASTSURGICAL 0.7000 1.0000 0.8235 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7333 0.6471 0.6875 17
accuracy 0.7450 200
macro avg 0.3467 0.3560 0.3450 200
weighted avg 0.7003 0.7450 0.7155 200
|
| 0.0296 | 3.0 | 516 | 0.3963 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.5000 0.3636 0.4211 11
CC 0.5714 0.3636 0.4444 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 0.8571 0.9333 0.8936 45
GENHX 0.8364 0.8679 0.8519 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 1.0000 1.0000 1.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.7500 0.9000 0.8182 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5000 0.9286 0.6500 14
PASTSURGICAL 0.8750 1.0000 0.9333 7
PLAN 0.5000 1.0000 0.6667 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7857 0.6471 0.7097 17
accuracy 0.7500 200
macro avg 0.4254 0.4560 0.4298 200
weighted avg 0.7192 0.7500 0.7258 200
|
| 0.0296 | 4.0 | 688 | 0.4452 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.3750 0.2727 0.3158 11
CC 0.8000 0.3636 0.5000 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.3333 1.0000 0.5000 1
EDCOURSE 1.0000 0.2500 0.4000 4
EXAM 1.0000 0.2000 0.3333 5
FAM/SOCHX 0.8600 0.9556 0.9053 45
GENHX 0.8103 0.8868 0.8468 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 1.0000 1.0000 1.0000 1
IMMUNIZATIONS 0.5000 1.0000 0.6667 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 0.6190 0.9286 0.7429 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 0.7750 200
macro avg 0.5371 0.5240 0.4860 200
weighted avg 0.7675 0.7750 0.7494 200
|
| 0.0296 | 5.0 | 860 | 0.4481 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.4286 0.2727 0.3333 11
CC 0.6250 0.4545 0.5263 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 1.0000 0.2000 0.3333 5
FAM/SOCHX 0.8776 0.9556 0.9149 45
GENHX 0.7059 0.9057 0.7934 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 0.7273 0.8000 0.7619 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.6316 0.8571 0.7273 14
PASTSURGICAL 1.0000 1.0000 1.0000 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 0.7500 200
macro avg 0.3898 0.3534 0.3548 200
weighted avg 0.7110 0.7500 0.7169 200
|
| 0.0158 | 6.0 | 1032 | 0.4526 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.4286 0.2727 0.3333 11
CC 0.6364 0.6364 0.6364 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 0.8462 0.9778 0.9072 45
GENHX 0.8571 0.9057 0.8807 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 0.6190 0.9286 0.7429 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7857 0.6471 0.7097 17
accuracy 0.7700 200
macro avg 0.3566 0.3671 0.3572 200
weighted avg 0.7230 0.7700 0.7403 200
|
| 0.0158 | 7.0 | 1204 | 0.5002 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.5000 0.1818 0.2667 11
CC 0.5000 0.6364 0.5600 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 0.2500 0.2000 0.2222 5
FAM/SOCHX 0.8776 0.9556 0.9149 45
GENHX 0.7541 0.8679 0.8070 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 0.7500 0.9000 0.8182 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.6000 0.8571 0.7059 14
PASTSURGICAL 1.0000 0.8571 0.9231 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7500 0.5294 0.6207 17
accuracy 0.7350 200
macro avg 0.3657 0.3951 0.3648 200
weighted avg 0.6985 0.7350 0.7060 200
|
| 0.0158 | 8.0 | 1376 | 0.5027 | 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 0.0000 0.0000 0.0000 4
EXAM 0.3333 0.2000 0.2500 5
FAM/SOCHX 0.8776 0.9556 0.9149 45
GENHX 0.7833 0.8868 0.8319 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 0.5714 0.8571 0.6857 14
PASTSURGICAL 0.7500 0.8571 0.8000 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7692 0.5882 0.6667 17
accuracy 0.7500 200
macro avg 0.3737 0.4040 0.3738 200
weighted avg 0.7158 0.7500 0.7236 200
|
| 0.0088 | 9.0 | 1548 | 0.4827 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.7143 0.4545 0.5556 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 0.8600 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 0.5263 0.7143 0.6061 14
PASTSURGICAL 0.6364 1.0000 0.7778 7
PLAN 0.5000 1.0000 0.6667 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7857 0.6471 0.7097 17
accuracy 0.7600 200
macro avg 0.4165 0.4240 0.4038 200
weighted avg 0.7399 0.7600 0.7392 200
|
| 0.0088 | 10.0 | 1720 | 0.4749 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.5714 0.3636 0.4444 11
CC 0.8571 0.5455 0.6667 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 0.8750 0.9333 0.9032 45
GENHX 0.8182 0.8491 0.8333 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 1.0000 1.0000 1.0000 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 0.5000 0.9286 0.6500 14
PASTSURGICAL 0.7500 0.8571 0.8000 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7692 0.5882 0.6667 17
accuracy 0.7500 200
macro avg 0.4288 0.4591 0.4270 200
weighted avg 0.7324 0.7500 0.7300 200
|
| 0.0088 | 11.0 | 1892 | 0.4876 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.5556 0.4545 0.5000 11
CC 0.5556 0.4545 0.5000 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 0.5000 0.2000 0.2857 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 0.6471 0.7857 0.7097 14
PASTSURGICAL 0.7778 1.0000 0.8750 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8000 0.7059 0.7500 17
accuracy 0.7650 200
macro avg 0.3812 0.4180 0.3853 200
weighted avg 0.7263 0.7650 0.7397 200
|
| 0.0058 | 12.0 | 2064 | 0.5442 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.5000 0.2727 0.3529 11
CC 0.8000 0.3636 0.5000 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 0.5000 0.2000 0.2857 5
FAM/SOCHX 0.8571 0.9333 0.8936 45
GENHX 0.7966 0.8868 0.8393 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 1.0000 1.0000 1.0000 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 0.7500 0.8571 0.8000 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7143 0.5882 0.6452 17
accuracy 0.7450 200
macro avg 0.4281 0.4474 0.4164 200
weighted avg 0.7180 0.7450 0.7166 200
|
| 0.0058 | 13.0 | 2236 | 0.5125 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.5714 0.3636 0.4444 11
CC 0.5833 0.6364 0.6087 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 0.5000 0.2000 0.2857 5
FAM/SOCHX 0.8600 0.9556 0.9053 45
GENHX 0.9020 0.8679 0.8846 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 1.0000 1.0000 1.0000 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 0.5909 0.9286 0.7222 14
PASTSURGICAL 0.7500 0.8571 0.8000 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7857 0.6471 0.7097 17
accuracy 0.7700 200
macro avg 0.4323 0.4686 0.4343 200
weighted avg 0.7481 0.7700 0.7504 200
|
| 0.0058 | 14.0 | 2408 | 0.5206 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.6000 0.2727 0.3750 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 0.0000 0.0000 0.0000 4
EXAM 0.3333 0.2000 0.2500 5
FAM/SOCHX 0.8600 0.9556 0.9053 45
GENHX 0.7966 0.8868 0.8393 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 1.0000 1.0000 1.0000 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 0.6316 0.8571 0.7273 14
PASTSURGICAL 0.6667 0.8571 0.7500 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7500 0.7059 0.7273 17
accuracy 0.7600 200
macro avg 0.4228 0.4553 0.4228 200
weighted avg 0.7216 0.7600 0.7309 200
|
| 0.0038 | 15.0 | 2580 | 0.5211 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.4444 0.3636 0.4000 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 0.5000 0.2000 0.2857 5
FAM/SOCHX 0.8600 0.9556 0.9053 45
GENHX 0.8364 0.8679 0.8519 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 1.0000 1.0000 1.0000 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 0.5714 0.8571 0.6857 14
PASTSURGICAL 1.0000 0.8571 0.9231 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8000 0.7059 0.7500 17
accuracy 0.7600 200
macro avg 0.4307 0.4589 0.4302 200
weighted avg 0.7277 0.7600 0.7372 200
|
| 0.0038 | 16.0 | 2752 | 0.5276 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.5000 0.3636 0.4211 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 0.0000 0.0000 0.0000 4
EXAM 0.5000 0.2000 0.2857 5
FAM/SOCHX 0.8600 0.9556 0.9053 45
GENHX 0.8103 0.8868 0.8468 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 1.0000 1.0000 1.0000 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 0.5714 0.8571 0.6857 14
PASTSURGICAL 1.0000 0.8571 0.9231 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7500 0.7059 0.7273 17
accuracy 0.7650 200
macro avg 0.4404 0.4599 0.4338 200
weighted avg 0.7314 0.7650 0.7395 200
|
| 0.0038 | 17.0 | 2924 | 0.4989 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.4444 0.3636 0.4000 11
CC 0.5556 0.4545 0.5000 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 0.5000 0.2000 0.2857 5
FAM/SOCHX 0.8600 0.9556 0.9053 45
GENHX 0.8704 0.8868 0.8785 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 1.0000 1.0000 1.0000 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 0.6190 0.9286 0.7429 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8000 0.7059 0.7500 17
accuracy 0.7700 200
macro avg 0.4305 0.4634 0.4323 200
weighted avg 0.7381 0.7700 0.7473 200
|
| 0.0025 | 18.0 | 3096 | 0.5121 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.5000 0.3636 0.4211 11
CC 0.6250 0.4545 0.5263 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 0.5000 0.2000 0.2857 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 1.0000 1.0000 1.0000 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 0.6000 0.8571 0.7059 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8000 0.7059 0.7500 17
accuracy 0.7650 200
macro avg 0.4335 0.4599 0.4316 200
weighted avg 0.7315 0.7650 0.7409 200
|
| 0.0025 | 19.0 | 3268 | 0.5190 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.4444 0.3636 0.4000 11
CC 0.6250 0.4545 0.5263 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 0.5000 0.2000 0.2857 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 1.0000 1.0000 1.0000 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 0.6000 0.8571 0.7059 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8000 0.7059 0.7500 17
accuracy 0.7650 200
macro avg 0.4307 0.4599 0.4305 200
weighted avg 0.7285 0.7650 0.7398 200
|
| 0.0025 | 20.0 | 3440 | 0.5190 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12
ASSESSMENT 0.4444 0.3636 0.4000 11
CC 0.6250 0.4545 0.5263 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 0.5000 0.2000 0.2857 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 1.0000 1.0000 1.0000 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 0.6000 0.8571 0.7059 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.3333 1.0000 0.5000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8000 0.7059 0.7500 17
accuracy 0.7650 200
macro avg 0.4307 0.4599 0.4305 200
weighted avg 0.7285 0.7650 0.7398 200
|
### Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
|