veronica-girolimetti
commited on
Commit
•
091dadd
1
Parent(s):
fcd34f9
End of training
Browse files
README.md
CHANGED
@@ -15,34 +15,33 @@ should probably proofread and complete it, then remove this comment. -->
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This model is a fine-tuned version of [google/flan-t5-base](https://huggingface.co/google/flan-t5-base) on an unknown dataset.
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It achieves the following results on the evaluation set:
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-
- Loss: 0.
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- Classification Report: precision recall f1-score support
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ALLERGY 1.0000 0.9167 0.9565 12
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-
ASSESSMENT 0.
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-
CC 0.
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DIAGNOSIS 0.0000 0.0000 0.0000 1
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-
DISPOSITION 0.
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EDCOURSE 0.0000 0.0000 0.0000 4
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-
EXAM 0.
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-
FAM/SOCHX 0.
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GENHX 0.7931 0.8679 0.8288 53
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GYNHX 1.0000 1.0000 1.0000 1
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-
IMAGING
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-
IMMUNIZATIONS
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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.
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-
PASTSURGICAL
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-
PLAN 0.
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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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-
first CC 0.0000 0.0000 0.0000 0
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-
accuracy 0.
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macro avg 0.
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weighted avg 0.
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## Model description
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@@ -72,561 +71,548 @@ The following hyperparameters were used during training:
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Classification Report
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-
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-
| 0.
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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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81 |
-
CC 0.
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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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85 |
-
EXAM 0.
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-
FAM/SOCHX 0.
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87 |
-
GENHX 0.
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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.
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OTHER_HISTORY 0.0000 0.0000 0.0000 3
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-
PASTMEDICALHX 0.
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95 |
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.
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99 |
-
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100 |
-
accuracy 0.
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101 |
-
macro avg 0.
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102 |
-
weighted avg 0.
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103 |
-
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104 |
-
| 0.
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105 |
-
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-
ALLERGY 1.0000 0.9167 0.9565 12
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107 |
-
ASSESSMENT 0.0000 0.0000 0.0000 11
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-
CC 0.5000 0.4545 0.4762 11
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-
DIAGNOSIS 0.0000 0.0000 0.0000 1
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110 |
-
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 0.6667 0.4000 0.5000 5
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-
FAM/SOCHX 0.8627 0.9778 0.9167 45
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-
GENHX 0.8679 0.8679 0.8679 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 1.0000 1.0000 1.0000 1
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-
LABS 0.0000 0.0000 0.0000 1
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MEDICATIONS 0.7143 1.0000 0.8333 10
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OTHER_HISTORY 0.0000 0.0000 0.0000 3
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-
PASTMEDICALHX 0.4800 0.8571 0.6154 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 0.8125 0.7647 0.7879 17
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-
well developed 0.0000 0.0000 0.0000 0
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-
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-
accuracy 0.7550 200
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-
macro avg 0.3764 0.3923 0.3788 200
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-
weighted avg 0.7067 0.7550 0.7240 200
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-
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-
| 0.2103 | 3.0 | 1803 | 0.5588 | precision recall f1-score support
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ALLERGY 1.0000 0.9167 0.9565 12
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ASSESSMENT 0.0000 0.0000 0.0000 11
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-
CC 0.
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DIAGNOSIS 0.0000 0.0000 0.0000 1
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-
DISPOSITION 0.
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-
EDCOURSE 0.
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-
EXAM
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FAM/SOCHX 0.8800 0.9778 0.9263 45
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-
GENHX 0.
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GYNHX 0.0000 0.0000 0.0000 1
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IMAGING 1.0000 1.0000 1.0000 1
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-
IMMUNIZATIONS
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LABS 0.0000 0.0000 0.0000 1
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-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 3
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-
PASTMEDICALHX 0.
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PASTSURGICAL 1.0000 1.0000 1.0000 7
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-
PLAN 0.
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PROCEDURES 0.0000 0.0000 0.0000 1
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153 |
-
ROS 0.
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
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-
| 0.
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160 |
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ALLERGY 1.0000 0.9167 0.9565 12
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-
ASSESSMENT 0.
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-
CC 0.
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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.
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-
FAM/SOCHX 0.
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-
GENHX 0.
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-
GYNHX
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IMAGING 1.0000 1.0000 1.0000 1
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-
IMMUNIZATIONS
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LABS 0.0000 0.0000 0.0000 1
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-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 3
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-
PASTMEDICALHX 0.
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-
PASTSURGICAL 1.0000
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PLAN 0.3333 1.0000 0.5000 1
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PROCEDURES 0.0000 0.0000 0.0000 1
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-
ROS 0.
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
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-
| 0.
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ALLERGY 1.0000 0.9167 0.9565 12
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-
ASSESSMENT 0.
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-
CC 0.
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DIAGNOSIS 0.0000 0.0000 0.0000 1
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-
DISPOSITION 0.
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EDCOURSE 0.0000 0.0000 0.0000 4
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-
EXAM 0.
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-
FAM/SOCHX 0.
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-
GENHX 0.
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-
GYNHX
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-
IMAGING
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IMMUNIZATIONS 1.0000 1.0000 1.0000 1
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LABS 0.0000 0.0000 0.0000 1
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-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 3
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203 |
-
PASTMEDICALHX 0.
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PASTSURGICAL 1.0000 0.8571 0.9231 7
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205 |
-
PLAN 0.
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PROCEDURES 0.0000 0.0000 0.0000 1
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-
ROS 0.
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208 |
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-
accuracy 0.
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210 |
-
macro avg 0.
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-
weighted avg 0.
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-
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-
| 0.
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214 |
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ALLERGY 1.0000 0.9167 0.9565 12
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216 |
-
ASSESSMENT 0.
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217 |
-
CC 0.
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218 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
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219 |
-
DISPOSITION 0.
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220 |
-
EDCOURSE 0.
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221 |
-
EXAM 0.
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222 |
-
FAM/SOCHX 0.
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223 |
-
GENHX 0.
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224 |
-
GYNHX 0.
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IMAGING 1.0000 1.0000 1.0000 1
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226 |
-
IMMUNIZATIONS
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LABS 0.0000 0.0000 0.0000 1
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-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 3
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-
PASTMEDICALHX 0.
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-
PASTSURGICAL
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PLAN 0.3333 1.0000 0.5000 1
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PROCEDURES 0.0000 0.0000 0.0000 1
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-
ROS 0.
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
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-
| 0.
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241 |
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-
2-year-old 0.0000 0.0000 0.0000 0
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ALLERGY 1.0000 0.9167 0.9565 12
|
244 |
-
ASSESSMENT 0.
|
245 |
CC 0.6667 0.5455 0.6000 11
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DIAGNOSIS 0.0000 0.0000 0.0000 1
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247 |
-
DISPOSITION
|
248 |
-
EDCOURSE
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249 |
-
EXAM 0.
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250 |
-
FAM/SOCHX 0.
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251 |
-
GENHX 0.
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252 |
-
GYNHX
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IMAGING 1.0000 1.0000 1.0000 1
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-
IMMUNIZATIONS
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LABS 0.0000 0.0000 0.0000 1
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-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 3
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-
PASTMEDICALHX 0.
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259 |
-
PASTSURGICAL
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PLAN 0.3333 1.0000 0.5000 1
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PROCEDURES 0.0000 0.0000 0.0000 1
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-
ROS 0.
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|
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
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-
| 0.
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269 |
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-
2-year-old 0.0000 0.0000 0.0000 0
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ALLERGY 1.0000 0.9167 0.9565 12
|
272 |
-
ASSESSMENT 0.
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273 |
-
CC 0.
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274 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
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275 |
-
DISPOSITION 0.
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276 |
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 0.8776 0.9556 0.9149 45
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279 |
-
GENHX 0.
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280 |
-
GYNHX
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281 |
-
IMAGING
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282 |
-
IMMUNIZATIONS
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283 |
LABS 0.0000 0.0000 0.0000 1
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284 |
-
MEDICATIONS 0.
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285 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
286 |
-
PASTMEDICALHX 0.
|
287 |
-
PASTSURGICAL
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288 |
PLAN 0.3333 1.0000 0.5000 1
|
289 |
PROCEDURES 0.0000 0.0000 0.0000 1
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290 |
-
ROS 0.
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291 |
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-
accuracy 0.
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293 |
-
macro avg 0.
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294 |
-
weighted avg 0.
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295 |
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-
| 0.
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297 |
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-
2-GENHX 0.0000 0.0000 0.0000 0
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299 |
ALLERGY 1.0000 0.9167 0.9565 12
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ASSESSMENT 0.5000 0.1818 0.2667 11
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301 |
-
CC 0.
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302 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
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303 |
-
DISPOSITION 0.
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304 |
-
EDCOURSE
|
305 |
-
EXAM 0.
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306 |
-
FAM/SOCHX 0.
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307 |
-
GENHX 0.
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308 |
-
GYNHX
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309 |
IMAGING 1.0000 1.0000 1.0000 1
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310 |
-
IMMUNIZATIONS
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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.
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PASTSURGICAL 0.8571 0.8571 0.8571 7
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-
PLAN 0.
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317 |
PROCEDURES 0.0000 0.0000 0.0000 1
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318 |
-
ROS 0.
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
| 0.
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-
2-year-old 0.0000 0.0000 0.0000 0
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ALLERGY 1.0000 0.9167 0.9565 12
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328 |
-
ASSESSMENT 0.5000 0.
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329 |
-
CC 0.
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330 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
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331 |
-
DISPOSITION 0.
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332 |
EDCOURSE 0.0000 0.0000 0.0000 4
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333 |
-
EXAM 0.5000 0.
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334 |
-
FAM/SOCHX 0.
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335 |
-
GENHX 0.
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336 |
GYNHX 1.0000 1.0000 1.0000 1
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IMAGING 1.0000 1.0000 1.0000 1
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338 |
-
IMMUNIZATIONS
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339 |
LABS 0.0000 0.0000 0.0000 1
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340 |
-
MEDICATIONS 0.
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341 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
342 |
-
PASTMEDICALHX 0.
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343 |
-
PASTSURGICAL
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344 |
-
PLAN 0.
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345 |
PROCEDURES 0.0000 0.0000 0.0000 1
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346 |
-
ROS 0.
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347 |
-
first 0.0000 0.0000 0.0000 0
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348 |
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349 |
-
accuracy 0.
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350 |
-
macro avg 0.
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351 |
-
weighted avg 0.
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352 |
-
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353 |
-
| 0.
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354 |
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ALLERGY 1.0000 0.9167 0.9565 12
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356 |
-
ASSESSMENT 0.
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357 |
-
CC 0.
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358 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
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359 |
-
DISPOSITION 0.
|
360 |
-
EDCOURSE
|
361 |
-
EXAM
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362 |
-
FAM/SOCHX 0.
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363 |
-
GENHX 0.
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364 |
GYNHX 1.0000 1.0000 1.0000 1
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365 |
IMAGING 1.0000 1.0000 1.0000 1
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366 |
-
IMMUNIZATIONS
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367 |
LABS 0.0000 0.0000 0.0000 1
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368 |
MEDICATIONS 0.7692 1.0000 0.8696 10
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369 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
370 |
-
PASTMEDICALHX 0.
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371 |
-
PASTSURGICAL
|
372 |
PLAN 0.3333 1.0000 0.5000 1
|
373 |
PROCEDURES 0.0000 0.0000 0.0000 1
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374 |
-
ROS 0.
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375 |
|
376 |
-
accuracy 0.
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377 |
-
macro avg 0.
|
378 |
-
weighted avg 0.
|
379 |
-
|
380 |
-
| 0.
|
381 |
|
382 |
ALLERGY 1.0000 0.9167 0.9565 12
|
383 |
-
ASSESSMENT 0.
|
384 |
-
CC 0.
|
385 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
386 |
-
DISPOSITION
|
387 |
-
EDCOURSE 0.
|
388 |
-
EXAM 0.
|
389 |
-
FAM/SOCHX 0.
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390 |
-
GENHX 0.
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391 |
GYNHX 1.0000 1.0000 1.0000 1
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392 |
IMAGING 1.0000 1.0000 1.0000 1
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393 |
-
IMMUNIZATIONS
|
394 |
LABS 0.0000 0.0000 0.0000 1
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395 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
396 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
397 |
-
PASTMEDICALHX 0.
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398 |
-
PASTSURGICAL 0.
|
399 |
-
PLAN 0.
|
400 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
401 |
-
ROS 0.
|
402 |
|
403 |
-
accuracy 0.
|
404 |
-
macro avg 0.
|
405 |
-
weighted avg 0.
|
406 |
-
|
407 |
-
| 0.
|
408 |
|
409 |
ALLERGY 1.0000 0.9167 0.9565 12
|
410 |
-
ASSESSMENT 0.
|
411 |
-
CC 0.
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412 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
413 |
-
DISPOSITION
|
414 |
-
EDCOURSE
|
415 |
-
EXAM 0.
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416 |
-
FAM/SOCHX 0.
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417 |
-
GENHX 0.
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418 |
-
GYNHX
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419 |
IMAGING 1.0000 1.0000 1.0000 1
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420 |
-
IMMUNIZATIONS
|
421 |
LABS 0.0000 0.0000 0.0000 1
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422 |
MEDICATIONS 0.7692 1.0000 0.8696 10
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423 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
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424 |
PASTMEDICALHX 0.6316 0.8571 0.7273 14
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425 |
-
PASTSURGICAL
|
426 |
-
PLAN 0.
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427 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
428 |
-
ROS 0.
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429 |
|
430 |
-
accuracy 0.
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431 |
-
macro avg 0.
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432 |
-
weighted avg 0.
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433 |
-
|
434 |
-
| 0.
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435 |
|
436 |
ALLERGY 1.0000 0.9167 0.9565 12
|
437 |
-
ASSESSMENT 0.5000 0.
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438 |
-
CC 0.
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DIAGNOSIS 0.0000 0.0000 0.0000 1
|
440 |
-
DISPOSITION
|
441 |
-
EDCOURSE
|
442 |
-
EXAM 0.
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443 |
-
FAM/SOCHX 0.
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444 |
GENHX 0.7797 0.8679 0.8214 53
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GYNHX 1.0000 1.0000 1.0000 1
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IMAGING 1.0000 1.0000 1.0000 1
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-
IMMUNIZATIONS
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LABS 0.0000 0.0000 0.0000 1
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449 |
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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-
|
452 |
-
|
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-
|
454 |
-
PLAN 0.3333 1.0000 0.5000 1
|
455 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
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-
ROS 0.
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457 |
-
first CC 0.0000 0.0000 0.0000 0
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458 |
|
459 |
-
accuracy 0.
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460 |
-
macro avg 0.
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461 |
-
weighted avg 0.
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462 |
-
|
463 |
-
| 0.
|
464 |
|
465 |
ALLERGY 1.0000 0.9167 0.9565 12
|
466 |
-
ASSESSMENT 0.
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467 |
-
CC 0.
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468 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
469 |
-
DISPOSITION
|
470 |
-
EDCOURSE 0.
|
471 |
EXAM 1.0000 0.4000 0.5714 5
|
472 |
-
FAM/SOCHX 0.
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473 |
-
GENHX 0.
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474 |
-
GYNHX
|
475 |
-
IMAGING
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476 |
-
IMMUNIZATIONS
|
477 |
-
LABS
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478 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
479 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
480 |
-
PASTMEDICALHX 0.
|
481 |
-
PASTSURGICAL
|
482 |
-
PLAN 0.
|
483 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
484 |
-
ROS 0.
|
485 |
-
first CC 0.0000 0.0000 0.0000 0
|
486 |
|
487 |
accuracy 0.7700 200
|
488 |
-
macro avg 0.
|
489 |
-
weighted avg 0.
|
490 |
|
|
491 |
-
| 0.0014 |
|
492 |
|
493 |
-
2-year-old 0.0000 0.0000 0.0000 0
|
494 |
ALLERGY 1.0000 0.9167 0.9565 12
|
495 |
-
ASSESSMENT 0.
|
496 |
-
CC 0.
|
497 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
498 |
-
DISPOSITION
|
499 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
500 |
-
EXAM 0.5000 0.
|
501 |
-
FAM/SOCHX 0.
|
502 |
-
GENHX 0.
|
503 |
GYNHX 1.0000 1.0000 1.0000 1
|
504 |
-
IMAGING
|
505 |
-
IMMUNIZATIONS
|
506 |
LABS 0.0000 0.0000 0.0000 1
|
507 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
508 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
509 |
-
PASTMEDICALHX 0.
|
510 |
-
PASTSURGICAL
|
511 |
PLAN 0.3333 1.0000 0.5000 1
|
512 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
513 |
-
ROS 0.
|
514 |
|
515 |
-
accuracy 0.
|
516 |
-
macro avg 0.
|
517 |
-
weighted avg 0.
|
518 |
|
|
519 |
-
| 0.
|
520 |
|
521 |
ALLERGY 1.0000 0.9167 0.9565 12
|
522 |
-
ASSESSMENT 0.
|
523 |
-
CC 0.
|
524 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
525 |
-
DISPOSITION
|
526 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
527 |
-
EXAM 0.
|
528 |
FAM/SOCHX 0.8750 0.9333 0.9032 45
|
529 |
-
GENHX 0.
|
530 |
GYNHX 1.0000 1.0000 1.0000 1
|
531 |
-
IMAGING
|
532 |
-
IMMUNIZATIONS
|
533 |
LABS 0.0000 0.0000 0.0000 1
|
534 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
535 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
536 |
-
PASTMEDICALHX 0.
|
537 |
-
PASTSURGICAL
|
538 |
PLAN 0.3333 1.0000 0.5000 1
|
539 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
540 |
-
ROS 0.
|
541 |
-
first CC 0.0000 0.0000 0.0000 0
|
542 |
|
543 |
-
accuracy 0.
|
544 |
-
macro avg 0.
|
545 |
-
weighted avg 0.
|
546 |
|
|
547 |
-
| 0.
|
548 |
|
549 |
ALLERGY 1.0000 0.9167 0.9565 12
|
550 |
-
ASSESSMENT 0.
|
551 |
-
CC 0.
|
552 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
553 |
DISPOSITION 0.2500 1.0000 0.4000 1
|
554 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
555 |
-
EXAM 0.
|
556 |
-
FAM/SOCHX 0.
|
557 |
-
GENHX 0.
|
558 |
GYNHX 1.0000 1.0000 1.0000 1
|
559 |
-
IMAGING
|
560 |
-
IMMUNIZATIONS
|
561 |
LABS 0.0000 0.0000 0.0000 1
|
562 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
563 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
564 |
-
PASTMEDICALHX 0.
|
565 |
-
PASTSURGICAL
|
566 |
-
PLAN 0.
|
567 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
568 |
ROS 0.8000 0.7059 0.7500 17
|
569 |
-
first CC 0.0000 0.0000 0.0000 0
|
570 |
|
571 |
-
accuracy 0.
|
572 |
-
macro avg 0.
|
573 |
-
weighted avg 0.
|
574 |
|
|
575 |
-
| 0.
|
576 |
|
577 |
ALLERGY 1.0000 0.9167 0.9565 12
|
578 |
-
ASSESSMENT 0.5000 0.
|
579 |
-
CC 0.
|
580 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
581 |
-
DISPOSITION 0.
|
582 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
583 |
-
EXAM 0.
|
584 |
-
FAM/SOCHX 0.
|
585 |
GENHX 0.7931 0.8679 0.8288 53
|
586 |
GYNHX 1.0000 1.0000 1.0000 1
|
587 |
-
IMAGING
|
588 |
-
IMMUNIZATIONS
|
589 |
LABS 0.0000 0.0000 0.0000 1
|
590 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
591 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
592 |
-
PASTMEDICALHX 0.
|
593 |
-
PASTSURGICAL
|
594 |
-
PLAN 0.
|
595 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
596 |
ROS 0.8000 0.7059 0.7500 17
|
597 |
-
first CC 0.0000 0.0000 0.0000 0
|
598 |
|
599 |
-
accuracy 0.
|
600 |
-
macro avg 0.
|
601 |
-
weighted avg 0.
|
602 |
|
|
603 |
-
| 0.
|
604 |
|
605 |
ALLERGY 1.0000 0.9167 0.9565 12
|
606 |
-
ASSESSMENT 0.
|
607 |
CC 0.5714 0.3636 0.4444 11
|
608 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
609 |
DISPOSITION 0.2500 1.0000 0.4000 1
|
610 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
611 |
-
EXAM 0.
|
612 |
-
FAM/SOCHX 0.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
613 |
GENHX 0.7931 0.8679 0.8288 53
|
614 |
GYNHX 1.0000 1.0000 1.0000 1
|
615 |
-
IMAGING
|
616 |
-
IMMUNIZATIONS
|
617 |
LABS 0.0000 0.0000 0.0000 1
|
618 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
619 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
620 |
-
PASTMEDICALHX 0.
|
621 |
-
PASTSURGICAL
|
622 |
-
PLAN 0.
|
623 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
624 |
ROS 0.8000 0.7059 0.7500 17
|
625 |
-
first CC 0.0000 0.0000 0.0000 0
|
626 |
|
627 |
-
accuracy 0.
|
628 |
-
macro avg 0.
|
629 |
-
weighted avg 0.
|
630 |
|
|
631 |
|
632 |
|
|
|
15 |
|
16 |
This model is a fine-tuned version of [google/flan-t5-base](https://huggingface.co/google/flan-t5-base) on an unknown dataset.
|
17 |
It achieves the following results on the evaluation set:
|
18 |
+
- Loss: 0.9149
|
19 |
- Classification Report: precision recall f1-score support
|
20 |
|
21 |
ALLERGY 1.0000 0.9167 0.9565 12
|
22 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
23 |
+
CC 0.5000 0.3636 0.4211 11
|
24 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
25 |
+
DISPOSITION 0.3333 1.0000 0.5000 1
|
26 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
27 |
+
EXAM 0.7500 0.6000 0.6667 5
|
28 |
+
FAM/SOCHX 0.8776 0.9556 0.9149 45
|
29 |
GENHX 0.7931 0.8679 0.8288 53
|
30 |
GYNHX 1.0000 1.0000 1.0000 1
|
31 |
+
IMAGING 0.5000 1.0000 0.6667 1
|
32 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
33 |
LABS 0.0000 0.0000 0.0000 1
|
34 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
35 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
36 |
+
PASTMEDICALHX 0.6316 0.8571 0.7273 14
|
37 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
38 |
+
PLAN 0.5000 1.0000 0.6667 1
|
39 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
40 |
ROS 0.8000 0.7059 0.7500 17
|
|
|
41 |
|
42 |
+
accuracy 0.7650 200
|
43 |
+
macro avg 0.5227 0.6107 0.5356 200
|
44 |
+
weighted avg 0.7412 0.7650 0.7391 200
|
45 |
|
46 |
|
47 |
## Model description
|
|
|
71 |
|
72 |
### Training results
|
73 |
|
74 |
+
| Training Loss | Epoch | Step | Validation Loss | Classification Report |
|
75 |
+
|:-------------:|:-----:|:-----:|:---------------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
|
76 |
+
| 0.6076 | 1.0 | 601 | 0.3829 | precision recall f1-score support
|
77 |
|
78 |
ALLERGY 1.0000 0.9167 0.9565 12
|
79 |
ASSESSMENT 0.0000 0.0000 0.0000 11
|
80 |
+
CC 0.2632 0.4545 0.3333 11
|
81 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
82 |
DISPOSITION 0.0000 0.0000 0.0000 1
|
83 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
84 |
+
EXAM 0.2500 0.2000 0.2222 5
|
85 |
+
FAM/SOCHX 0.8800 0.9778 0.9263 45
|
86 |
+
GENHX 0.6714 0.8868 0.7642 53
|
87 |
GYNHX 0.0000 0.0000 0.0000 1
|
88 |
IMAGING 0.0000 0.0000 0.0000 1
|
89 |
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
|
90 |
LABS 0.0000 0.0000 0.0000 1
|
91 |
+
MEDICATIONS 0.8333 1.0000 0.9091 10
|
92 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
93 |
+
PASTMEDICALHX 0.5500 0.7857 0.6471 14
|
94 |
PASTSURGICAL 1.0000 1.0000 1.0000 7
|
95 |
PLAN 0.0000 0.0000 0.0000 1
|
96 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
97 |
+
ROS 0.7143 0.2941 0.4167 17
|
98 |
+
|
99 |
+
accuracy 0.7050 200
|
100 |
+
macro avg 0.3081 0.3258 0.3088 200
|
101 |
+
weighted avg 0.6325 0.7050 0.6534 200
|
102 |
+
|
|
103 |
+
| 0.2134 | 2.0 | 1202 | 0.4271 | precision recall f1-score support
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
104 |
|
105 |
ALLERGY 1.0000 0.9167 0.9565 12
|
106 |
ASSESSMENT 0.0000 0.0000 0.0000 11
|
107 |
+
CC 0.6364 0.6364 0.6364 11
|
108 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
109 |
+
DISPOSITION 0.0000 0.0000 0.0000 1
|
110 |
+
EDCOURSE 0.4000 0.5000 0.4444 4
|
111 |
+
EXAM 1.0000 0.4000 0.5714 5
|
112 |
FAM/SOCHX 0.8800 0.9778 0.9263 45
|
113 |
+
GENHX 0.8103 0.8868 0.8468 53
|
114 |
GYNHX 0.0000 0.0000 0.0000 1
|
115 |
IMAGING 1.0000 1.0000 1.0000 1
|
116 |
+
IMMUNIZATIONS 1.0000 1.0000 1.0000 1
|
117 |
LABS 0.0000 0.0000 0.0000 1
|
118 |
+
MEDICATIONS 0.7692 1.0000 0.8696 10
|
119 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
120 |
+
PASTMEDICALHX 0.5714 0.8571 0.6857 14
|
121 |
PASTSURGICAL 1.0000 1.0000 1.0000 7
|
122 |
+
PLAN 0.5000 1.0000 0.6667 1
|
123 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
124 |
+
ROS 0.8571 0.7059 0.7742 17
|
125 |
|
126 |
+
accuracy 0.7850 200
|
127 |
+
macro avg 0.5212 0.5440 0.5189 200
|
128 |
+
weighted avg 0.7396 0.7850 0.7540 200
|
129 |
+
|
|
130 |
+
| 0.2007 | 3.0 | 1803 | 0.4843 | precision recall f1-score support
|
131 |
|
132 |
ALLERGY 1.0000 0.9167 0.9565 12
|
133 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
134 |
+
CC 0.8000 0.3636 0.5000 11
|
135 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
136 |
DISPOSITION 0.0000 0.0000 0.0000 1
|
137 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
138 |
+
EXAM 0.2857 0.4000 0.3333 5
|
139 |
+
FAM/SOCHX 0.8800 0.9778 0.9263 45
|
140 |
+
GENHX 0.7719 0.8302 0.8000 53
|
141 |
+
GYNHX 1.0000 1.0000 1.0000 1
|
142 |
IMAGING 1.0000 1.0000 1.0000 1
|
143 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
144 |
LABS 0.0000 0.0000 0.0000 1
|
145 |
+
MEDICATIONS 0.7692 1.0000 0.8696 10
|
146 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
147 |
+
PASTMEDICALHX 0.6000 0.8571 0.7059 14
|
148 |
+
PASTSURGICAL 1.0000 1.0000 1.0000 7
|
149 |
PLAN 0.3333 1.0000 0.5000 1
|
150 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
151 |
+
ROS 0.7222 0.7647 0.7429 17
|
152 |
|
153 |
+
accuracy 0.7600 200
|
154 |
+
macro avg 0.5081 0.5601 0.5077 200
|
155 |
+
weighted avg 0.7322 0.7600 0.7290 200
|
156 |
+
|
|
157 |
+
| 0.1363 | 4.0 | 2404 | 0.4141 | precision recall f1-score support
|
158 |
|
159 |
ALLERGY 1.0000 0.9167 0.9565 12
|
160 |
+
ASSESSMENT 0.0000 0.0000 0.0000 11
|
161 |
+
CC 0.5000 0.4545 0.4762 11
|
162 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
163 |
+
DISPOSITION 0.2500 1.0000 0.4000 1
|
164 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
165 |
+
EXAM 0.2500 0.2000 0.2222 5
|
166 |
+
FAM/SOCHX 0.8627 0.9778 0.9167 45
|
167 |
+
GENHX 0.8000 0.9057 0.8496 53
|
168 |
+
GYNHX 0.0000 0.0000 0.0000 1
|
169 |
+
IMAGING 0.0000 0.0000 0.0000 1
|
170 |
IMMUNIZATIONS 1.0000 1.0000 1.0000 1
|
171 |
LABS 0.0000 0.0000 0.0000 1
|
172 |
+
MEDICATIONS 0.9091 1.0000 0.9524 10
|
173 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
174 |
+
PASTMEDICALHX 0.5455 0.8571 0.6667 14
|
175 |
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
176 |
+
PLAN 0.5000 1.0000 0.6667 1
|
177 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
178 |
+
ROS 0.8000 0.7059 0.7500 17
|
179 |
|
180 |
+
accuracy 0.7600 200
|
181 |
+
macro avg 0.4209 0.4937 0.4390 200
|
182 |
+
weighted avg 0.6953 0.7600 0.7212 200
|
183 |
+
|
|
184 |
+
| 0.074 | 5.0 | 3005 | 0.5234 | precision recall f1-score support
|
185 |
|
186 |
ALLERGY 1.0000 0.9167 0.9565 12
|
187 |
+
ASSESSMENT 0.0000 0.0000 0.0000 11
|
188 |
+
CC 0.3846 0.4545 0.4167 11
|
189 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
190 |
+
DISPOSITION 0.1667 1.0000 0.2857 1
|
191 |
+
EDCOURSE 0.0000 0.0000 0.0000 4
|
192 |
+
EXAM 0.3333 0.2000 0.2500 5
|
193 |
+
FAM/SOCHX 0.8600 0.9556 0.9053 45
|
194 |
+
GENHX 0.8980 0.8302 0.8627 53
|
195 |
+
GYNHX 0.0000 0.0000 0.0000 1
|
196 |
IMAGING 1.0000 1.0000 1.0000 1
|
197 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
198 |
LABS 0.0000 0.0000 0.0000 1
|
199 |
+
MEDICATIONS 0.7692 1.0000 0.8696 10
|
200 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
201 |
+
PASTMEDICALHX 0.7500 0.8571 0.8000 14
|
202 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
203 |
PLAN 0.3333 1.0000 0.5000 1
|
204 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
205 |
+
ROS 0.6087 0.8235 0.7000 17
|
206 |
|
207 |
+
accuracy 0.7500 200
|
208 |
+
macro avg 0.4302 0.5447 0.4568 200
|
209 |
+
weighted avg 0.7086 0.7500 0.7224 200
|
210 |
+
|
|
211 |
+
| 0.0508 | 6.0 | 3606 | 0.5171 | precision recall f1-score support
|
212 |
|
|
|
213 |
ALLERGY 1.0000 0.9167 0.9565 12
|
214 |
+
ASSESSMENT 0.3333 0.1818 0.2353 11
|
215 |
CC 0.6667 0.5455 0.6000 11
|
216 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
217 |
+
DISPOSITION 1.0000 1.0000 1.0000 1
|
218 |
+
EDCOURSE 0.0000 0.0000 0.0000 4
|
219 |
+
EXAM 0.4000 0.4000 0.4000 5
|
220 |
+
FAM/SOCHX 0.8958 0.9556 0.9247 45
|
221 |
+
GENHX 0.9375 0.8491 0.8911 53
|
222 |
+
GYNHX 1.0000 1.0000 1.0000 1
|
223 |
IMAGING 1.0000 1.0000 1.0000 1
|
224 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
225 |
LABS 0.0000 0.0000 0.0000 1
|
226 |
+
MEDICATIONS 0.7692 1.0000 0.8696 10
|
227 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
228 |
+
PASTMEDICALHX 0.6000 0.8571 0.7059 14
|
229 |
+
PASTSURGICAL 1.0000 1.0000 1.0000 7
|
230 |
PLAN 0.3333 1.0000 0.5000 1
|
231 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
232 |
+
ROS 0.7368 0.8235 0.7778 17
|
233 |
+
restraint 0.0000 0.0000 0.0000 0
|
234 |
|
235 |
+
accuracy 0.7850 200
|
236 |
+
macro avg 0.5320 0.5966 0.5489 200
|
237 |
+
weighted avg 0.7723 0.7850 0.7724 200
|
238 |
+
|
|
239 |
+
| 0.0362 | 7.0 | 4207 | 0.5621 | precision recall f1-score support
|
240 |
|
|
|
241 |
ALLERGY 1.0000 0.9167 0.9565 12
|
242 |
+
ASSESSMENT 0.5000 0.1818 0.2667 11
|
243 |
+
CC 0.4545 0.4545 0.4545 11
|
244 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
245 |
+
DISPOSITION 0.0000 0.0000 0.0000 1
|
246 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
247 |
EXAM 0.5000 0.4000 0.4444 5
|
248 |
FAM/SOCHX 0.8776 0.9556 0.9149 45
|
249 |
+
GENHX 0.8182 0.8491 0.8333 53
|
250 |
+
GYNHX 0.0000 0.0000 0.0000 1
|
251 |
+
IMAGING 1.0000 1.0000 1.0000 1
|
252 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
253 |
LABS 0.0000 0.0000 0.0000 1
|
254 |
+
MEDICATIONS 0.7692 1.0000 0.8696 10
|
255 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
256 |
+
PASTMEDICALHX 0.6667 0.8571 0.7500 14
|
257 |
+
PASTSURGICAL 1.0000 1.0000 1.0000 7
|
258 |
PLAN 0.3333 1.0000 0.5000 1
|
259 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
260 |
+
ROS 0.7059 0.7059 0.7059 17
|
261 |
|
262 |
+
accuracy 0.7600 200
|
263 |
+
macro avg 0.4563 0.5160 0.4681 200
|
264 |
+
weighted avg 0.7286 0.7600 0.7367 200
|
265 |
|
|
266 |
+
| 0.0207 | 8.0 | 4808 | 0.5918 | precision recall f1-score support
|
267 |
|
|
|
268 |
ALLERGY 1.0000 0.9167 0.9565 12
|
269 |
ASSESSMENT 0.5000 0.1818 0.2667 11
|
270 |
+
CC 0.3846 0.4545 0.4167 11
|
271 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
272 |
+
DISPOSITION 0.0000 0.0000 0.0000 1
|
273 |
+
EDCOURSE 0.0000 0.0000 0.0000 4
|
274 |
+
EXAM 0.5000 0.4000 0.4444 5
|
275 |
+
FAM/SOCHX 0.8958 0.9556 0.9247 45
|
276 |
+
GENHX 0.8364 0.8679 0.8519 53
|
277 |
+
GYNHX 0.0000 0.0000 0.0000 1
|
278 |
IMAGING 1.0000 1.0000 1.0000 1
|
279 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
280 |
LABS 0.0000 0.0000 0.0000 1
|
281 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
282 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
283 |
+
PASTMEDICALHX 0.6316 0.8571 0.7273 14
|
284 |
PASTSURGICAL 0.8571 0.8571 0.8571 7
|
285 |
+
PLAN 0.5000 1.0000 0.6667 1
|
286 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
287 |
+
ROS 0.7059 0.7059 0.7059 17
|
288 |
|
289 |
+
accuracy 0.7600 200
|
290 |
+
macro avg 0.4540 0.5098 0.4677 200
|
291 |
+
weighted avg 0.7270 0.7600 0.7359 200
|
292 |
|
|
293 |
+
| 0.0119 | 9.0 | 5409 | 0.7718 | precision recall f1-score support
|
294 |
|
|
|
295 |
ALLERGY 1.0000 0.9167 0.9565 12
|
296 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
297 |
+
CC 0.5000 0.3636 0.4211 11
|
298 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
299 |
+
DISPOSITION 0.0000 0.0000 0.0000 1
|
300 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
301 |
+
EXAM 0.5000 0.6000 0.5455 5
|
302 |
+
FAM/SOCHX 0.9318 0.9111 0.9213 45
|
303 |
+
GENHX 0.7833 0.8868 0.8319 53
|
304 |
GYNHX 1.0000 1.0000 1.0000 1
|
305 |
IMAGING 1.0000 1.0000 1.0000 1
|
306 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
307 |
LABS 0.0000 0.0000 0.0000 1
|
308 |
+
MEDICATIONS 0.8333 1.0000 0.9091 10
|
309 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
310 |
+
PASTMEDICALHX 0.5000 0.8571 0.6316 14
|
311 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
312 |
+
PLAN 0.5000 1.0000 0.6667 1
|
313 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
314 |
+
ROS 0.8571 0.7059 0.7742 17
|
|
|
315 |
|
316 |
+
accuracy 0.7550 200
|
317 |
+
macro avg 0.5203 0.5595 0.5201 200
|
318 |
+
weighted avg 0.7443 0.7550 0.7348 200
|
319 |
+
|
|
320 |
+
| 0.0136 | 10.0 | 6010 | 0.6240 | precision recall f1-score support
|
321 |
|
322 |
ALLERGY 1.0000 0.9167 0.9565 12
|
323 |
+
ASSESSMENT 0.4000 0.1818 0.2500 11
|
324 |
+
CC 0.7500 0.2727 0.4000 11
|
325 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
326 |
+
DISPOSITION 0.2000 1.0000 0.3333 1
|
327 |
+
EDCOURSE 0.0000 0.0000 0.0000 4
|
328 |
+
EXAM 0.3333 0.2000 0.2500 5
|
329 |
+
FAM/SOCHX 0.8958 0.9556 0.9247 45
|
330 |
+
GENHX 0.8214 0.8679 0.8440 53
|
331 |
GYNHX 1.0000 1.0000 1.0000 1
|
332 |
IMAGING 1.0000 1.0000 1.0000 1
|
333 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
334 |
LABS 0.0000 0.0000 0.0000 1
|
335 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
336 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
337 |
+
PASTMEDICALHX 0.5455 0.8571 0.6667 14
|
338 |
+
PASTSURGICAL 0.8571 0.8571 0.8571 7
|
339 |
PLAN 0.3333 1.0000 0.5000 1
|
340 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
341 |
+
ROS 0.8000 0.7059 0.7500 17
|
342 |
|
343 |
+
accuracy 0.7550 200
|
344 |
+
macro avg 0.5103 0.5907 0.5134 200
|
345 |
+
weighted avg 0.7406 0.7550 0.7325 200
|
346 |
+
|
|
347 |
+
| 0.0126 | 11.0 | 6611 | 0.7935 | precision recall f1-score support
|
348 |
|
349 |
ALLERGY 1.0000 0.9167 0.9565 12
|
350 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
351 |
+
CC 0.5714 0.3636 0.4444 11
|
352 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
353 |
+
DISPOSITION 0.1667 1.0000 0.2857 1
|
354 |
+
EDCOURSE 0.0000 0.0000 0.0000 4
|
355 |
+
EXAM 0.2500 0.2000 0.2222 5
|
356 |
+
FAM/SOCHX 0.8776 0.9556 0.9149 45
|
357 |
+
GENHX 0.7797 0.8679 0.8214 53
|
358 |
GYNHX 1.0000 1.0000 1.0000 1
|
359 |
IMAGING 1.0000 1.0000 1.0000 1
|
360 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
361 |
LABS 0.0000 0.0000 0.0000 1
|
362 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
363 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
364 |
+
PASTMEDICALHX 0.6667 0.8571 0.7500 14
|
365 |
+
PASTSURGICAL 0.7500 0.8571 0.8000 7
|
366 |
+
PLAN 0.5000 1.0000 0.6667 1
|
367 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
368 |
+
ROS 0.8000 0.7059 0.7500 17
|
369 |
|
370 |
+
accuracy 0.7550 200
|
371 |
+
macro avg 0.5066 0.5907 0.5151 200
|
372 |
+
weighted avg 0.7244 0.7550 0.7252 200
|
373 |
+
|
|
374 |
+
| 0.0018 | 12.0 | 7212 | 0.8006 | precision recall f1-score support
|
375 |
|
376 |
ALLERGY 1.0000 0.9167 0.9565 12
|
377 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
378 |
+
CC 0.3077 0.3636 0.3333 11
|
379 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
380 |
+
DISPOSITION 0.5000 1.0000 0.6667 1
|
381 |
+
EDCOURSE 0.0000 0.0000 0.0000 4
|
382 |
+
EXAM 0.5000 0.4000 0.4444 5
|
383 |
+
FAM/SOCHX 0.8913 0.9111 0.9011 45
|
384 |
+
GENHX 0.7797 0.8679 0.8214 53
|
385 |
+
GYNHX 1.0000 1.0000 1.0000 1
|
386 |
IMAGING 1.0000 1.0000 1.0000 1
|
387 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
388 |
LABS 0.0000 0.0000 0.0000 1
|
389 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
390 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
391 |
PASTMEDICALHX 0.6316 0.8571 0.7273 14
|
392 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
393 |
+
PLAN 0.5000 1.0000 0.6667 1
|
394 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
395 |
+
ROS 0.7500 0.7059 0.7273 17
|
396 |
|
397 |
+
accuracy 0.7500 200
|
398 |
+
macro avg 0.5315 0.5985 0.5429 200
|
399 |
+
weighted avg 0.7230 0.7500 0.7242 200
|
400 |
+
|
|
401 |
+
| 0.0027 | 13.0 | 7813 | 0.7199 | precision recall f1-score support
|
402 |
|
403 |
ALLERGY 1.0000 0.9167 0.9565 12
|
404 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
405 |
+
CC 0.5000 0.3636 0.4211 11
|
406 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
407 |
+
DISPOSITION 0.1667 1.0000 0.2857 1
|
408 |
+
EDCOURSE 0.0000 0.0000 0.0000 4
|
409 |
+
EXAM 0.5000 0.4000 0.4444 5
|
410 |
+
FAM/SOCHX 0.8958 0.9556 0.9247 45
|
411 |
GENHX 0.7797 0.8679 0.8214 53
|
412 |
GYNHX 1.0000 1.0000 1.0000 1
|
413 |
IMAGING 1.0000 1.0000 1.0000 1
|
414 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
415 |
LABS 0.0000 0.0000 0.0000 1
|
416 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
417 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
418 |
+
PASTMEDICALHX 0.6316 0.8571 0.7273 14
|
419 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
420 |
+
PLAN 0.5000 1.0000 0.6667 1
|
|
|
421 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
422 |
+
ROS 0.8000 0.7059 0.7500 17
|
|
|
423 |
|
424 |
+
accuracy 0.7600 200
|
425 |
+
macro avg 0.5271 0.6007 0.5305 200
|
426 |
+
weighted avg 0.7372 0.7600 0.7344 200
|
427 |
+
|
|
428 |
+
| 0.0054 | 14.0 | 8414 | 0.8456 | precision recall f1-score support
|
429 |
|
430 |
ALLERGY 1.0000 0.9167 0.9565 12
|
431 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
432 |
+
CC 0.3333 0.4545 0.3846 11
|
433 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
434 |
+
DISPOSITION 0.5000 1.0000 0.6667 1
|
435 |
+
EDCOURSE 0.0000 0.0000 0.0000 4
|
436 |
EXAM 1.0000 0.4000 0.5714 5
|
437 |
+
FAM/SOCHX 0.8600 0.9556 0.9053 45
|
438 |
+
GENHX 0.8519 0.8679 0.8598 53
|
439 |
+
GYNHX 1.0000 1.0000 1.0000 1
|
440 |
+
IMAGING 0.5000 1.0000 0.6667 1
|
441 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
442 |
+
LABS 1.0000 1.0000 1.0000 1
|
443 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
444 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
445 |
+
PASTMEDICALHX 0.6667 0.8571 0.7500 14
|
446 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
447 |
+
PLAN 0.5000 1.0000 0.6667 1
|
448 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
449 |
+
ROS 0.8000 0.7059 0.7500 17
|
|
|
450 |
|
451 |
accuracy 0.7700 200
|
452 |
+
macro avg 0.5891 0.6553 0.5895 200
|
453 |
+
weighted avg 0.7582 0.7700 0.7482 200
|
454 |
|
|
455 |
+
| 0.0014 | 15.0 | 9015 | 0.9014 | precision recall f1-score support
|
456 |
|
|
|
457 |
ALLERGY 1.0000 0.9167 0.9565 12
|
458 |
+
ASSESSMENT 0.0000 0.0000 0.0000 11
|
459 |
+
CC 0.5556 0.4545 0.5000 11
|
460 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
461 |
+
DISPOSITION 0.1667 1.0000 0.2857 1
|
462 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
463 |
+
EXAM 0.5000 0.2000 0.2857 5
|
464 |
+
FAM/SOCHX 0.8431 0.9556 0.8958 45
|
465 |
+
GENHX 0.8364 0.8679 0.8519 53
|
466 |
GYNHX 1.0000 1.0000 1.0000 1
|
467 |
+
IMAGING 0.5000 1.0000 0.6667 1
|
468 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
469 |
LABS 0.0000 0.0000 0.0000 1
|
470 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
471 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
472 |
+
PASTMEDICALHX 0.6667 0.8571 0.7500 14
|
473 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
474 |
PLAN 0.3333 1.0000 0.5000 1
|
475 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
476 |
+
ROS 0.8000 0.7059 0.7500 17
|
477 |
|
478 |
+
accuracy 0.7550 200
|
479 |
+
macro avg 0.4735 0.5907 0.4951 200
|
480 |
+
weighted avg 0.7150 0.7550 0.7270 200
|
481 |
|
|
482 |
+
| 0.0022 | 16.0 | 9616 | 0.8345 | precision recall f1-score support
|
483 |
|
484 |
ALLERGY 1.0000 0.9167 0.9565 12
|
485 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
486 |
+
CC 0.4545 0.4545 0.4545 11
|
487 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
488 |
+
DISPOSITION 0.5000 1.0000 0.6667 1
|
489 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
490 |
+
EXAM 0.6667 0.4000 0.5000 5
|
491 |
FAM/SOCHX 0.8750 0.9333 0.9032 45
|
492 |
+
GENHX 0.8519 0.8679 0.8598 53
|
493 |
GYNHX 1.0000 1.0000 1.0000 1
|
494 |
+
IMAGING 0.5000 1.0000 0.6667 1
|
495 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
496 |
LABS 0.0000 0.0000 0.0000 1
|
497 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
498 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
499 |
+
PASTMEDICALHX 0.5455 0.8571 0.6667 14
|
500 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
501 |
PLAN 0.3333 1.0000 0.5000 1
|
502 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
503 |
+
ROS 0.8000 0.7059 0.7500 17
|
|
|
504 |
|
505 |
+
accuracy 0.7600 200
|
506 |
+
macro avg 0.5148 0.6042 0.5269 200
|
507 |
+
weighted avg 0.7456 0.7600 0.7381 200
|
508 |
|
|
509 |
+
| 0.0003 | 17.0 | 10217 | 0.8792 | precision recall f1-score support
|
510 |
|
511 |
ALLERGY 1.0000 0.9167 0.9565 12
|
512 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
513 |
+
CC 0.5714 0.3636 0.4444 11
|
514 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
515 |
DISPOSITION 0.2500 1.0000 0.4000 1
|
516 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
517 |
+
EXAM 0.7500 0.6000 0.6667 5
|
518 |
+
FAM/SOCHX 0.8776 0.9556 0.9149 45
|
519 |
+
GENHX 0.8070 0.8679 0.8364 53
|
520 |
GYNHX 1.0000 1.0000 1.0000 1
|
521 |
+
IMAGING 0.5000 1.0000 0.6667 1
|
522 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
523 |
LABS 0.0000 0.0000 0.0000 1
|
524 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
525 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
526 |
+
PASTMEDICALHX 0.6000 0.8571 0.7059 14
|
527 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
528 |
+
PLAN 0.5000 1.0000 0.6667 1
|
529 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
530 |
ROS 0.8000 0.7059 0.7500 17
|
|
|
531 |
|
532 |
+
accuracy 0.7650 200
|
533 |
+
macro avg 0.5213 0.6107 0.5311 200
|
534 |
+
weighted avg 0.7462 0.7650 0.7404 200
|
535 |
|
|
536 |
+
| 0.0003 | 18.0 | 10818 | 0.9484 | precision recall f1-score support
|
537 |
|
538 |
ALLERGY 1.0000 0.9167 0.9565 12
|
539 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
540 |
+
CC 0.5000 0.3636 0.4211 11
|
541 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
542 |
+
DISPOSITION 0.3333 1.0000 0.5000 1
|
543 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
544 |
+
EXAM 0.7500 0.6000 0.6667 5
|
545 |
+
FAM/SOCHX 0.8431 0.9556 0.8958 45
|
546 |
GENHX 0.7931 0.8679 0.8288 53
|
547 |
GYNHX 1.0000 1.0000 1.0000 1
|
548 |
+
IMAGING 0.5000 1.0000 0.6667 1
|
549 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
550 |
LABS 0.0000 0.0000 0.0000 1
|
551 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
552 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
553 |
+
PASTMEDICALHX 0.7059 0.8571 0.7742 14
|
554 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
555 |
+
PLAN 0.5000 1.0000 0.6667 1
|
556 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
557 |
ROS 0.8000 0.7059 0.7500 17
|
|
|
558 |
|
559 |
+
accuracy 0.7650 200
|
560 |
+
macro avg 0.5247 0.6107 0.5370 200
|
561 |
+
weighted avg 0.7387 0.7650 0.7381 200
|
562 |
|
|
563 |
+
| 0.0008 | 19.0 | 11419 | 0.9211 | precision recall f1-score support
|
564 |
|
565 |
ALLERGY 1.0000 0.9167 0.9565 12
|
566 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
567 |
CC 0.5714 0.3636 0.4444 11
|
568 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
569 |
DISPOSITION 0.2500 1.0000 0.4000 1
|
570 |
EDCOURSE 0.0000 0.0000 0.0000 4
|
571 |
+
EXAM 0.7500 0.6000 0.6667 5
|
572 |
+
FAM/SOCHX 0.8431 0.9556 0.8958 45
|
573 |
+
GENHX 0.8070 0.8679 0.8364 53
|
574 |
+
GYNHX 1.0000 1.0000 1.0000 1
|
575 |
+
IMAGING 0.5000 1.0000 0.6667 1
|
576 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
577 |
+
LABS 0.0000 0.0000 0.0000 1
|
578 |
+
MEDICATIONS 0.7692 1.0000 0.8696 10
|
579 |
+
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
580 |
+
PASTMEDICALHX 0.6667 0.8571 0.7500 14
|
581 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
582 |
+
PLAN 0.5000 1.0000 0.6667 1
|
583 |
+
PROCEDURES 0.0000 0.0000 0.0000 1
|
584 |
+
ROS 0.8000 0.7059 0.7500 17
|
585 |
+
|
586 |
+
accuracy 0.7650 200
|
587 |
+
macro avg 0.5229 0.6107 0.5323 200
|
588 |
+
weighted avg 0.7431 0.7650 0.7392 200
|
589 |
+
|
|
590 |
+
| 0.0002 | 20.0 | 12020 | 0.9149 | precision recall f1-score support
|
591 |
+
|
592 |
+
ALLERGY 1.0000 0.9167 0.9565 12
|
593 |
+
ASSESSMENT 0.5000 0.0909 0.1538 11
|
594 |
+
CC 0.5000 0.3636 0.4211 11
|
595 |
+
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
596 |
+
DISPOSITION 0.3333 1.0000 0.5000 1
|
597 |
+
EDCOURSE 0.0000 0.0000 0.0000 4
|
598 |
+
EXAM 0.7500 0.6000 0.6667 5
|
599 |
+
FAM/SOCHX 0.8776 0.9556 0.9149 45
|
600 |
GENHX 0.7931 0.8679 0.8288 53
|
601 |
GYNHX 1.0000 1.0000 1.0000 1
|
602 |
+
IMAGING 0.5000 1.0000 0.6667 1
|
603 |
+
IMMUNIZATIONS 0.5000 1.0000 0.6667 1
|
604 |
LABS 0.0000 0.0000 0.0000 1
|
605 |
MEDICATIONS 0.7692 1.0000 0.8696 10
|
606 |
OTHER_HISTORY 0.0000 0.0000 0.0000 3
|
607 |
+
PASTMEDICALHX 0.6316 0.8571 0.7273 14
|
608 |
+
PASTSURGICAL 1.0000 0.8571 0.9231 7
|
609 |
+
PLAN 0.5000 1.0000 0.6667 1
|
610 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
611 |
ROS 0.8000 0.7059 0.7500 17
|
|
|
612 |
|
613 |
+
accuracy 0.7650 200
|
614 |
+
macro avg 0.5227 0.6107 0.5356 200
|
615 |
+
weighted avg 0.7412 0.7650 0.7391 200
|
616 |
|
|
617 |
|
618 |
|
model.safetensors
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size 990345064
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runs/Jan15_18-28-45_3e571f4cc206/events.out.tfevents.1705343371.3e571f4cc206.3629.0
CHANGED
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size
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