Medical question-answer sets, case summaries and clinical articles for healthcare-focused language model training and evaluation. Redaction, de-identification and masking are scoped with each engagement.

Medical Articles

Volume
On request
Scale
On request
Language
English
Region
Global
Format
.xlsx
Licensing
Non-exclusive

Full-text medical articles for healthcare-focused language model pretraining and retrieval-augmented generation. Complements the clinical question-and-answer sets in this category by supplying the underlying literature rather than the derived questions, which matters for models expected to cite or reason from source material. Volume and licensing terms are confirmed at scoping.

Medical Case Summaries (Q&A)

Volume
On request
Scale
On request
Language
English
Region
Global
Format
PDF
Licensing
Non-exclusive

Clinical case summaries structured as question-and-answer material, for training and evaluating models on medical reasoning over real presentations rather than textbook abstractions. Where the source material contains personally identifiable or protected health information, redaction, de-identification or masking is scoped as part of the engagement. Volume is confirmed at scoping.

Medical Q&A – Golden Dataset

Volume
On request
Scale
On request
Language
English
Region
Global
Format
.xlsx
Licensing
Non-exclusive

A high-assurance clinical question-and-answer set, prepared to a higher review standard than the companion silver dataset and intended for evaluation and benchmarking rather than bulk training. Use it to measure clinical accuracy where a wrong answer carries real consequence. De-identification is scoped with the engagement; volume is confirmed at scoping.

Medical Q&A – Silver Dataset

Volume
On request
Scale
On request
Language
English
Region
Global
Format
.xlsx
Licensing
Non-exclusive

A larger-volume clinical question-and-answer set at a standard review level, intended as training material rather than as a benchmark. Typically licensed alongside the golden dataset, which then serves as the held-out evaluation set. De-identification and PII handling are scoped with the engagement; volume is confirmed at scoping.