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Codes dont seem accurate #1

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fhirfly opened this issue Jul 14, 2023 · 1 comment
Open

Codes dont seem accurate #1

fhirfly opened this issue Jul 14, 2023 · 1 comment

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@fhirfly
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fhirfly commented Jul 14, 2023

Hi, I forked your code and wrapped it with a FHIR API. It seems to me that the predictions made by your model are not accurate. Please consider the attached screenshots. In one case of Breast Cancer it gets close, but recommends the code for right breast when unspecified. SO that code is wrong.

The second diabetes was a simple statement and although it produced a Diabetes code, it was for type II when the note said type I.

Breast Cancer
Diabetes

@fhirfly
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fhirfly commented Jul 14, 2023

Further analysis shows that the less surrounding text to the ICD-10 code, the less accurate the model is:
Example:
"Diabetes type II with complications", produces a correct result.
"Discharge Summary: Diabetes type II with complications", does not produce the correct code.

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