Datasets:
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---
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).**
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