license: apache-2.0
base_model: google/flan-t5-small
tags:
- generated_from_trainer
model-index:
- name: classification_flan_t5_enriched_validation
results: []
classification_flan_t5_enriched_validation
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: 0.6387
Classification Report: precision recall f1-score support
ALLERGY 1.0000 0.5000 0.6667 4ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3000 0.7500 0.4286 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8148 1.0000 0.8980 22 GENHX 0.6923 0.9000 0.7826 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7143 0.7143 0.7143 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11
accuracy 0.6500 100
macro avg 0.3380 0.3523 0.3252 100
weighted avg 0.6059 0.6500 0.5984 100
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 | 0.7417 | precision recall f1-score support |
ALLERGY 0.2500 0.5000 0.3333 4
ASSESSMENT 0.0000 0.0000 0.0000 4 Afib 0.0000 0.0000 0.0000 0 CC 0.0000 0.0000 0.0000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.7222 0.5909 0.6500 22 GENHX 0.5143 0.9000 0.6545 20 GYNHX 0.0000 0.0000 0.0000 1 ICT 0.0000 0.0000 0.0000 0 IMAGING 0.0000 0.0000 0.0000 1 IMMUNITIES 0.0000 0.0000 0.0000 0 IMMUNITIVES 0.0000 0.0000 0.0000 0 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 INFLUENCED 0.0000 0.0000 0.0000 0 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.5000 0.4286 0.4615 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.2000 0.2500 0.2222 4 PASTSURGICAL 0.5000 0.7500 0.6000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.0000 0.0000 0.0000 11 thoughts 0.0000 0.0000 0.0000 0
accuracy 0.4300 100
macro avg 0.1033 0.1315 0.1124 100
weighted avg 0.3547 0.4300 0.3764 100 | | No log | 2.0 | 344 | 0.5061 | precision recall f1-score support
ALLERGY 0.5000 0.2500 0.3333 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.0000 0.0000 0.0000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8400 0.9545 0.8936 22 GENHX 0.4524 0.9500 0.6129 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.4545 0.7143 0.5556 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4286 0.7500 0.5455 4 PASTSURGICAL 0.8889 1.0000 0.9412 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.0000 0.0000 0.0000 11 thoughts 0.0000 0.0000 0.0000 0
accuracy 0.5700 100
macro avg 0.1697 0.2199 0.1849 100
weighted avg 0.4153 0.5700 0.4685 100 | | 0.6004 | 3.0 | 516 | 0.4744 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4
CC 0.2500 0.2500 0.2500 4
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 2
EDCOURSE 0.0000 0.0000 0.0000 3
EXAM 0.0000 0.0000 0.0000 1
FAM/SOCHX 0.9130 0.9545 0.9333 22
GENHX 0.6552 0.9500 0.7755 20
GYNHX 0.0000 0.0000 0.0000 1
How are you feeling? 0.0000 0.0000 0.0000 0
I am going home with my son 0.0000 0.0000 0.0000 0 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 INVATIONS 0.0000 0.0000 0.0000 0 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.5714 0.5714 0.5714 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4444 1.0000 0.6154 4 PASTSURGICAL 0.8000 1.0000 0.8889 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.0909 0.1667 11
accuracy 0.5900 100
macro avg 0.2450 0.2203 0.2001 100
weighted avg 0.6137 0.5900 0.5405 100
|
| 0.6004 | 4.0 | 688 | 0.4568 | precision recall f1-score support
ALLERGY 0.5000 0.2500 0.3333 4
ASSESSMENT 0.0000 0.0000 0.0000 4
Afib 0.0000 0.0000 0.0000 0
CC 1.0000 0.2500 0.4000 4
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 2
EDCOURSE 0.0000 0.0000 0.0000 3
EXAM 0.0000 0.0000 0.0000 1
FAM/SOCHX 0.8462 1.0000 0.9167 22
GENHX 0.6129 0.9500 0.7451 20
GYNHX 0.0000 0.0000 0.0000 1
How are you feeling? 0.0000 0.0000 0.0000 0
I am going home with my son 0.0000 0.0000 0.0000 0 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.5000 1.0000 0.6667 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11
accuracy 0.6300 100
macro avg 0.2863 0.2759 0.2479 100
weighted avg 0.6275 0.6300 0.5739 100
|
| 0.6004 | 5.0 | 860 | 0.4503 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4
Afib 0.0000 0.0000 0.0000 0
CC 0.2222 0.5000 0.3077 4
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 2
EDCOURSE 0.0000 0.0000 0.0000 3
EXAM 1.0000 1.0000 1.0000 1
FAM/SOCHX 0.8462 1.0000 0.9167 22
GENHX 0.8261 0.9500 0.8837 20
GYNHX 0.0000 0.0000 0.0000 1
How are you feeling? 0.0000 0.0000 0.0000 0
I am going home with my son 0.0000 0.0000 0.0000 0 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11 thoughts 0.0000 0.0000 0.0000 0
accuracy 0.6400 100
macro avg 0.2816 0.2748 0.2578 100
weighted avg 0.6302 0.6400 0.6039 100
| | 0.1554 | 6.0 | 1032 | 0.4714 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4
CC 0.0000 0.0000 0.0000 4
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 2
EDCOURSE 0.0000 0.0000 0.0000 3
EXAM 0.0000 0.0000 0.0000 1
FAM/SOCHX 0.8462 1.0000 0.9167 22
GENHX 0.5758 0.9500 0.7170 20
GYNHX 0.0000 0.0000 0.0000 1
How are you feeling? 0.0000 0.0000 0.0000 0 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.3333 1.0000 0.5000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3636 1.0000 0.5333 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11
accuracy 0.6200 100
macro avg 0.2735 0.2903 0.2401 100
weighted avg 0.5929 0.6200 0.5479 100
|
| 0.1554 | 7.0 | 1204 | 0.4865 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 1.0000 0.5000 0.6667 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8696 0.9091 0.8889 22 GENHX 0.6333 0.9500 0.7600 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.5000 1.0000 0.6667 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3636 1.0000 0.5333 4 PASTSURGICAL 0.8889 1.0000 0.9412 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11
accuracy 0.6300 100
macro avg 0.3940 0.3753 0.3416 100
weighted avg 0.6524 0.6300 0.5840 100 | | 0.1554 | 8.0 | 1376 | 0.4980 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.6667 0.5000 0.5714 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.5938 0.9500 0.7308 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5714 1.0000 0.7273 4 PASTSURGICAL 0.8889 1.0000 0.9412 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11
accuracy 0.6300 100
macro avg 0.2946 0.2798 0.2630 100
weighted avg 0.5901 0.6300 0.5734 100 | | 0.0947 | 9.0 | 1548 | 0.5413 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.4000 0.5000 0.4444 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.6552 0.9500 0.7755 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11
accuracy 0.6300 100
macro avg 0.3013 0.2798 0.2589 100
weighted avg 0.6269 0.6300 0.5777 100 | | 0.0947 | 10.0 | 1720 | 0.5247 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.4286 0.7500 0.5455 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8400 0.9545 0.8936 22 GENHX 0.7308 0.9500 0.8261 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4000 1.0000 0.5714 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11 thoughts 0.0000 0.0000 0.0000 0
accuracy 0.6400 100
macro avg 0.3186 0.3238 0.2947 100
weighted avg 0.6112 0.6400 0.5906 100 | | 0.0947 | 11.0 | 1892 | 0.5280 | precision recall f1-score support
ALLERGY 0.6667 0.5000 0.5714 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.4000 0.5000 0.4444 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.9167 1.0000 0.9565 22 GENHX 0.5758 0.9500 0.7170 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7143 0.7143 0.7143 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11
accuracy 0.6500 100
macro avg 0.3256 0.3423 0.3208 100
weighted avg 0.5957 0.6500 0.5950 100 | | 0.0587 | 12.0 | 2064 | 0.5994 | precision recall f1-score support
ALLERGY 1.0000 0.5000 0.6667 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.5714 1.0000 0.7273 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.6667 1.0000 0.8000 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7143 0.7143 0.7143 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11 thoughts 0.0000 0.0000 0.0000 0
accuracy 0.6800 100
macro avg 0.3475 0.3522 0.3238 100
weighted avg 0.6523 0.6800 0.6179 100 | | 0.0587 | 13.0 | 2236 | 0.5773 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.5000 1.0000 0.6667 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.6786 0.9500 0.7917 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11 thoughts 0.0000 0.0000 0.0000 0
accuracy 0.6600 100
macro avg 0.3439 0.3379 0.3084 100
weighted avg 0.6485 0.6600 0.6023 100 | | 0.0587 | 14.0 | 2408 | 0.6098 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.4000 1.0000 0.5714 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8400 0.9545 0.8936 22 GENHX 0.6429 0.9000 0.7500 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11
accuracy 0.6400 100
macro avg 0.3504 0.3500 0.3128 100
weighted avg 0.6331 0.6400 0.5826 100 | | 0.0418 | 15.0 | 2580 | 0.6052 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3636 1.0000 0.5333 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8148 1.0000 0.8980 22 GENHX 0.6923 0.9000 0.7826 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11
accuracy 0.6500 100
macro avg 0.3534 0.3523 0.3158 100
weighted avg 0.6389 0.6500 0.5910 100 | | 0.0418 | 16.0 | 2752 | 0.5896 | precision recall f1-score support
ALLERGY 1.0000 0.2500 0.4000 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.2727 0.7500 0.4000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8400 0.9545 0.8936 22 GENHX 0.6923 0.9000 0.7826 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11
accuracy 0.6300 100
macro avg 0.3298 0.3375 0.3048 100
weighted avg 0.6013 0.6300 0.5799 100 | | 0.0418 | 17.0 | 2924 | 0.6175 | precision recall f1-score support
ALLERGY 1.0000 0.5000 0.6667 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3750 0.7500 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8400 0.9545 0.8936 22 GENHX 0.6552 0.9500 0.7755 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7143 0.7143 0.7143 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11
accuracy 0.6500 100
macro avg 0.3376 0.3525 0.3251 100
weighted avg 0.6042 0.6500 0.5965 100 | | 0.0289 | 18.0 | 3096 | 0.6305 | precision recall f1-score support
ALLERGY 1.0000 0.5000 0.6667 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3636 1.0000 0.5333 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8148 1.0000 0.8980 22 GENHX 0.6923 0.9000 0.7826 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7143 0.7143 0.7143 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11
accuracy 0.6600 100
macro avg 0.3578 0.3648 0.3315 100
weighted avg 0.6451 0.6600 0.6050 100 | | 0.0289 | 19.0 | 3268 | 0.6326 | precision recall f1-score support
ALLERGY 1.0000 0.5000 0.6667 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3000 0.7500 0.4286 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8148 1.0000 0.8980 22 GENHX 0.6923 0.9000 0.7826 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7143 0.7143 0.7143 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11
accuracy 0.6500 100
macro avg 0.3380 0.3523 0.3252 100
weighted avg 0.6059 0.6500 0.5984 100 | | 0.0289 | 20.0 | 3440 | 0.6387 | precision recall f1-score support
ALLERGY 1.0000 0.5000 0.6667 4
ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3000 0.7500 0.4286 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8148 1.0000 0.8980 22 GENHX 0.6923 0.9000 0.7826 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7143 0.7143 0.7143 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11
accuracy 0.6500 100
macro avg 0.3380 0.3523 0.3252 100
weighted avg 0.6059 0.6500 0.5984 100 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.1.0+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2