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README.md
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---
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license: mit
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---
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license: mit
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language:
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- en
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pretty_name: "MrGO Clinical Coder" # Example: SQuAD
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task_categories:
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- question-answering
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model_creator: Chime Ogbuji
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size_categories:
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- "10K<n<100K"
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source_datasets:
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- "FMA" # Example: wikipedia
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tags:
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- medical
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- health
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- instruct
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- clinical coding
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- finetune
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---
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# Mr. Grammatical Ontology: Clinical Coding
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This dataset was created from a motivation to train Medical Large Language Models for improved fluency in clinical
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coding, as measurable by [MedConceptsQA](https://github.com/nadavlab/MedConceptsQA), an open-source medical coding
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evaluation benchmark designed to evaluate the understanding and reasoning capabilities of LLMs on medical concepts. It was extracted from the Centers for Medicare & Medicaid Services'
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[International Classification of Diseases, Tenth Revision, Clinical Modification](https://www.cms.gov/medicare/coding-billing/icd-10-codes)
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2025 files, for "patient encounters occurring from October 1, 2024 – September 30, 2025."
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It includes code description instructions such as:
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```json
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{"input": "What is the description of the medical code I10 in standard medical terminology?",
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"output": "The medical code I10 has a description of 'Essential (primary) hypertension' in ICD-10 CM."}
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```
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code chapter instructions such as:
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```json
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{"input": "What ICD-10 CM chapter is the medical code I10 in?",
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"output": "The medical code I10 appears in the 'Hypertensive diseases' chapter of ICD-10 CM, which includes codes I10 through I1A."}
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```
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and synonymy instructions such as:
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```json
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{"input": "What are some synonyms and alternative names for the medical code I11.0 in standard medical terminology?",
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"output": "The medical code I11.0 is also called 'Hypertensive heart failure' in ICD-10 CM."}
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```
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