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Twin Hospital Validation Report |
Engine version: 1.0.0 |
Schema version: 1.0.0 |
Run date: 2026-03-23 |
Hospital A seed: 4200 |
Hospital B seed: 4201 |
Hospital A patients: 1000 |
Hospital B patients: 1000 |
Schema match: PASS |
Deterministic generation (A): PASS [hash=20216a1ff3cde97b8b8eb4dfcd3755052f5f6c2e7345b8c9fb1a4c2289e4764e] |
Deterministic generation (B): PASS [hash=75b2a60a6965acce946f61bbc61d39e9c499c9beb008c6d5f896d69f8fe1c462] |
All records synthetic (A): PASS |
All records synthetic (B): PASS |
PHI: NONE |
Hospital A summary |
Mean age: 72.8 |
Female: 53.0% |
Mean BMI: 28.7 |
Diabetes: 22.9% |
Hypertension: 72.9% |
Heart failure: 8.0% |
COPD: 10.8% |
CKD: 31.5% |
Depression: 5.6% |
Hospital B summary |
Mean age: 51.0 |
Female: 54.3% |
Mean BMI: 29.2 |
Diabetes: 15.1% |
Hypertension: 52.8% |
Heart failure: 2.5% |
COPD: 6.2% |
CKD: 17.2% |
Depression: 6.5% |
Population differences |
Hospital A older population (mean age 72.8 vs 51.0) |
Hospital A higher diabetes prevalence (22.9% vs 15.1%) |
Hospital A higher hypertension prevalence (72.9% vs 52.8%) |
Controlled deterministic variation across age bands |
Twin cohort structure valid: PASS |
HipAAsynth Dataset
Summary
This dataset is a validation artifact generated by HipAAsynth.
HipAAsynth is a deterministic testing and validation service that simulates real-world variability to evaluate how healthcare systems perform under deployment conditions.
Description
This dataset represents a controlled cohort used for testing and benchmarking.
HipAAsynth generates cohorts to simulate how conditions present across:
- patient populations
- demographic distributions
- comorbidity patterns
Datasets are designed for repeatable evaluation and consistent comparison across systems.
Schema
13-column structured CSV:
| Column | Description |
|---|---|
| patient_id | Unique patient identifier |
| age | Age in years |
| sex | Biological sex |
| ethnicity | Patient ethnicity |
| height_cm | Height in centimeters |
| weight_kg | Weight in kilograms |
| bmi | Body mass index |
| bmi_category | BMI classification (Underweight / Normal / Overweight / Obese) |
| conditions | Pipe-delimited list of active clinical conditions |
| num_visits | Total encounter visit count |
| num_labs | Total lab order count |
| synthetic | Always true — no real patient data |
| disclaimer | Data use disclaimer |
License
| Engine License | Apache-2.0 |
| Data License | CC BY-NC 4.0 |
Commercial Usage & Licensing
This dataset is part of the HipAAsynth Phase 2 Robustness Evaluation. It is provided for non-commercial research, transparency, and audit purposes under the CC BY-NC-ND 4.0 license. Commercial use, including model training for profit or benchmarking by commercial entities, requires a separate license. For full dataset access (n=2,500) or commercial inquiries, contact: hipaasynth@gmail.com.
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