| --- |
| language: en |
| license: cc-by-4.0 |
| task_categories: |
| - question-answering |
| - text-generation |
| - text-classification |
| tags: |
| - human-anatomy |
| - physiology |
| - health-science |
| - clinical-reasoning |
| - withinusai |
| size_categories: |
| - 10K<n<100K |
| pretty_name: WithinUsAI Human Anatomy & Health Sciences 25k (Master Scholars Academics) |
| dataset_info: |
| features: |
| - name: prompt |
| dtype: dict |
| - name: response |
| dtype: string |
| - name: meta |
| dtype: dict |
| - name: fact_sources |
| dtype: list |
| - name: artifacts |
| dtype: dict |
| --- |
| |
| # WithinUsAI/Human_25k — Master Scholars Academics (25k) |
| |
| Academic-grade dataset for fine-tuning LLMs on **human anatomy, physiology, clinical concepts, and biomedical quantitative reasoning** in a **Tiny-Recursive-Model-friendly** format. |
| |
| ## What’s inside (25,000 examples) |
| |
| **Task mix (fixed):** |
| - **8,000** Fact-check / verification (`wrapper=verify_true_false`, `truth_mode=verifiable_fact`) |
| - **9,000** Self-contained quantitative reasoning (`wrapper=minimal_chain`, `truth_mode=self_contained_math`) |
| - **8,000** Academic definitions & micro-refreshers (`wrapper=micro_refresher`, `truth_mode=textbook_definition`) |
|
|
| ## Safety/Scope |
|
|
| - Educational and academic: anatomy, physiology, clinical terminology, and quantitative calculations. |
| - **No personalized medical advice, no diagnosis/treatment plans, and no medication dosing instructions.** |
|
|
| ## Schema |
|
|
| Each row is a JSON object: |
|
|
| - `prompt.messages[]`: chat-style messages (system + user) |
| - `response`: concise target answer |
| - `meta`: IDs, domain/subdomain, task, difficulty, wrapper, truth_mode, license, tags |
| - `fact_sources`: source anchors (official/standard/self-contained) |
| - `artifacts`: lightweight control hints (token hints, style contract) |
|
|
| ## Example |
|
|
| ```json |
| { |
| "prompt": { |
| "messages": [ |
| {"role": "system", "content": "You are WithinUsAI Master Scholars Human Anatomy & Health Sciences. Provide concise, factual academic answers. No treatment plans or personalized medical advice."}, |
| {"role": "user", "content": "True or False (medical academics): The human heart has four chambers: two atria and two ventricles."} |
| ] |
| }, |
| "response": "TRUE — The human heart has four chambers: two atria and two ventricles.", |
| "meta": { |
| "id": "WUA_HUMAN_25K_000001", |
| "domain": "human_academics", |
| "subdomain": "anatomy::cardiovascular", |
| "task": "fact_check", |
| "difficulty": "core", |
| "truth_mode": "verifiable_fact", |
| "wrapper": "verify_true_false", |
| "created_utc": "2026-01-04T02:41:52Z", |
| "license": "cc-by-4.0" |
| }, |
| "fact_sources": [ |
| { |
| "source_title": "OpenStax Anatomy & Physiology (CC BY 4.0)", |
| "source_url": "https://openstax.org/details/books/anatomy-and-physiology", |
| "evidence_type": "standard", |
| "accessed_at_utc": "2026-01-04T02:41:52Z" |
| } |
| ], |
| "artifacts": {"max_tokens_hint": 140, "style_contract": "concise_formal"} |
| } |
| ``` |
|
|
| ## Citation |
|
|
| If you use this dataset in research or releases, cite it as: |
| **Within Us AI — WithinUsAI/Human_25k (Master Scholars Academics).** |
| |
