t5-dialogue-classification-enriched

veronica-girolimetti/t5-dialogue-classification-enriched

t5-dialogue-classification-enriched is a machine learning model from veronica-girolimetti. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.

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

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At a glance

Library: transformers
License: apache-2.0
Model type: t5
Access: Public
Created: Jan 15, 2024
Updated: Jan 15, 2024
SHA: 51ee1012

Base models

google/flan-t5-small

Model card

From the Hugging Face model README

t5-dialogue-classification-enriched

This model is a fine-tuned version of 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

 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

Library: transformers
Type: t5
License: apache-2.0
Created: Jan 15, 2024
Updated: Jan 15, 2024