Witness-Data-Factory/pathology-1k

WITNESS DATA Factory provides synthetic, regulatory‑grade medical text datasets so clinical AI teams can develop and validate models without touching real patient data. Each corpus is generated by a multi‑model medical LLM ensemble, gated by strict consensus and schema versioning, and designed to plug directly into enterprise model governance and documentation workflows. We focus on multi‑domain healthcare (including oncology, cardiology, neurology, endocrinology, radiology, pathology, surgical, pharmacology, and rare disease) to support robust evaluation across diverse clinical scenarios.
---
license: cc-by-4.0
task_categories:
- text-classification
- token-classification
- question-answering
language:
- en
tags:
- medical
- healthcare
- synthetic-data
- nlp
- pathology
- clinical-ai
- hipaa-compliant
- medical-nlp
- healthcare-ai
- electronic-health-records
- labeled-data
pretty_name: Pathology Medical Dataset (1K Free Sample)
size_categories:
- 1K<n<10K
---

# 9-domain synthetic medical catalog: oncology, cardiology, neurology, endocrinology, radiology, pathology, surgical, pharmacology, rare disease.

---

# Pathology Medical Dataset — 1,000 Record Free Sample

> **Enterprise-grade synthetic medical data. Zero PHI. 100% HIPAA-compliant.**

[](https://creativecommons.org/licenses/by/4.0/)

---

## 📊 Quality Metrics

| Metric | Score | Industry Benchmark |
|--------|-------|--------------------|
| **Trinity Consensus Score** | 98.0% | 85–92% typical |
| **Inter-Annotator Agreement** | 0.97 | 0.75–0.85 typical |
| **Macro F1** | 0.97 | 0.80–0.90 typical |
| **PHI Present** | None | — |
| **Generation Method** | 3-LLM Ensemble | Single model typical |

---

## 🚀 What's Included (Free)

- **1,000 clinically-structured synthetic pathology records**
- Full label taxonomy with confidence scores per record
- Consensus scores per record (filter by your own threshold)
- Structured Parquet format (load with 🤗 `datasets` in one line)
- Zero PHI — safe for unrestricted research and commercial use

---

## ⚡ Quick Start

```python
from datasets import load_dataset

# Load free 1K sample
ds = load_dataset("Witness-Data-Factory/pathology-1k", split="train")
print(ds[0])

# Filter by quality gate
high_quality = ds.filter(lambda x: x["consensus_score"] >= 0.97)
print(f"Records passing 97% gate: {len(high_quality)}")

# Export to pandas
df = ds.to_pandas()
df.to_csv("pathology_sample.csv", index=False)
```

---

## 🗂 Dataset Schema

```json
{
"record_id": "uuid-v4",
"domain": "pathology",
"category": "Specific clinical subcategory",
"note_type": "Clinical note type",
"patient_age": 42,
"patient_gender": "Female",
"primary_label": "diagnosis",
"labels": {
"primary": "diagnosis",
"category": "Subcategory name",
"confidence": 0.972
},
"consensus_score": 0.972,
"inter_annotator_agreement": 0.941,
"macro_f1": 0.963,
"model_scores": {
"llama3.3": 0.975,
"mistral": 0.968,
"qwen2.5": 0.972
},
"passes_quality_gate": true,
"generation_method": "Trinity_Ensemble_v2",
"phi_present": false,
"hipaa_compliant": true
}
```

---

## 💰 Upgrade to Production Scale

This 1K sample is your **proof-of-concept dataset**. When you're ready to train production models:

| Tier | Records | Price | Per-Record | Best For | Buy |
|------|---------|-------|------------|----------|-----|
| **Starter** | 10,000 | **$1,999** | $0.20 | Pilot deployment, MVP | [Buy Now →](https://witness-data-factory.onrender.com/pay/pathology-10k) |
| **Production** | 50,000 | **$7,999** | $0.16 | Model training, Series C+ | [Buy Now →](https://witness-data-factory.onrender.com/pay/pathology-50k) |
| **Enterprise** | 250,000 | **$29,999** | $0.12 | FDA-track, clinical AI | [Buy Now →](https://witness-data-factory.onrender.com/pay/pathology-250k) |
| **Strategic** | 1,000,000 | **$99,999** | $0.10 | Multi-year partnerships | [Contact Sales →](mailto:[e-mail]) |

### 🎁 Multi-Domain Bundles

| Bundle | Contents | Price | Discount |
|--------|----------|-------|---------|
| **3-Domain Bundle** | 50K × 3 domains of choice | **$19,999** | 17% off |
| **Complete Collection** | 50K × all 8 specialties | **$49,999** | 22% off |

[View All Bundles →](https://witness-data-factory.onrender.com/pay/complete-collection-8x50k)

> **Delivery:** Instant checkout → Full dataset delivered within 24 hours.

---

## 🏥 Why WITNESS DATA FACTORY?

### Speed
Your research timeline shouldn't wait 3–6 months for custom data generation.
Production datasets delivered in **under 24 hours** from purchase.

### Quality
- **98.0% consensus** vs. 85–92% industry standard
- 3-LLM ensemble eliminates single-model hallucination bias
- Every record validated through Trinity quality gates before delivery

### Scale
- Proven on **100M+ record PostgreSQL infrastructure**
- Billion-record architecture ready for enterprise contracts
- Multi-domain coverage: Oncology, Cardiology, Rare Disease, Mental Health,
Pediatrics, Radiology, Pathology, Emergency Medicine

### Compliance
- **Zero PHI** — 100% synthetic, no de-identification liability
- HIPAA-compliant by architecture
- CC BY 4.0 license — commercial use permitted

---

## 📚 Citation

```bibtex
@dataset{witness_data_factory_pathology_2026,
title = {Pathology Synthetic Medical Dataset},
author = {WITNESS DATA FACTORY},
year = {2026},
publisher = {HuggingFace},
url = {https://huggingface.co/datasets/Witness-Data-Factory/pathology-1k}
}
```

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## 🤝 Contact

| Channel | Address |
|---------|---------|
| Sales & Licensing | [[e-mail]](mailto:[e-mail]) |
| Technical Support | [[e-mail]](mailto:[e-mail]) |
| All Datasets | [huggingface.co/Witness-Data-Factory](https://huggingface.co/Witness-Data-Factory) |

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*Powered by **WITNESS DATA FACTORY** — Medical AI Data Labeling at Scale*