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        <title>Clint Johnson — revenue cycle</title>
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            <title><![CDATA[LLM ICD-10 Coding Accuracy: Why the Model Shouldn't Type the Code]]></title>
            <link>https://www.clint-johnson.com/articles/llm-icd-10-medical-coding-accuracy</link>
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            <pubDate>Sun, 25 Oct 2026 06:01:00 GMT</pubDate>
            <description><![CDATA[GPT-4 scored 33.9% on ICD-10-CM code lookup. Don't let the model type the code: retrieve from the code set, check rules in code, cite the note.]]></description>
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            <author>clint@1putthealth.com (Clint Johnson)</author>
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