32,667 records across 6 emergency specialties.
AI healthcare models drown in noise. PubMed has 30 million articles, making it slow and expensive for engineering teams to curate clean clinical contexts.
Without curation, models risk hallucinating on edge cases and failing clinical safety bars.
The ER Dataset — 32,667 Records, 10 Quality Scores, Physician-Validated
Covering 6 emergency specialties:
Customize your dataset properties before checkout. If no filters are selected, you will receive the full un-truncated dataset.
Our rigorous physician validation flow ensures that only high-utility, clinically accurate ER records make it to your training pipeline.
Raw records are collected from ClinicalTrials.gov, PubMed, and OpenFDA matching oncology emergency profiles.
Every record passes 10 hardcoded logic rules assessing study type, data completeness, evidence levels, and ER relevance.
Our physicians personally review, annotate, and approve every record on the clinician dashboard.
We deliver structured datasets in CSV/JSON formats with full scorecard validation matrices and custom notes.
A visual representation of the flat database schema and structured physician notes included in every export.
Hardcoded in the validator, not a marketing checklist — every exported record carries its full rule breakdown.
| No. | Rule | What it checks |
|---|---|---|
| 1 | Precedential Value | Supreme Court (10), Circuit (7-9), District (1-6) precedential weight. |
| 2 | Circuit Split | Flags whether the case addresses or resolves an active circuit split. |
| 3 | Loper Bright Impact | Rates impact of post-Chevron agency deference challenges. |
| 4 | Collateral Consequence Severity | Severity of post-sentence impacts (loss of rights, civil penalties). |
| 5 | Statutory Interpretation Clarity | Rates statutory interpretation vs common law evolution. |
| 6 | Dissent Strength | Measures the legal weight and volume of the dissenting opinion. |
| 7 | Amicus Briefs | Count and influence of third-party amicus briefs filed. |
| 8 | Procedural Posture | Rates the finality of the decision (e.g. preliminary vs final judgment). |
| 9 | Citation Count | Number of subsequent court decisions citing this record. |
| 10 | Recency Weight | Time-decay weight favouring cases under 3 years old. |
Every record is verified by active legal practitioners with strict case-review standards.
- Each record is reviewed by legal researchers with years of appellate and case law analysis experience
- All team members maintain active credentials in legal scholarship and research
- No names listed publicly to protect proprietary review workflows
Early feedback from health AI teams training on our structured emergency datasets.
"Having physician-verified notes saved our engineers hundreds of hours."
— Lead AI Scientist, HealthTech Unicorn"The 10-rule scorecard allowed us to filter out noise instantly."
— Director of Pharmacovigilance, Global PharmaAll tiers are physician-reviewed. Every record ships with its full 10-rule scorecard.
A: Our legal review team personally reviews and grades every case record. No automated validation shortcut is used. Every team member has extensive legal expertise.
A: PACER, BOP, and Federal Court registries. We verify and annotate high-yield cases across 6 legal specialties.
A: Yes. Our datasets are designed to reduce AI hallucinations by providing attorney-reviewed, high-quality training data that filters out noise and low-precedential cases.
A: CSV and JSON, ready for any AI pipeline. We also offer UDS (Universal Document) format for customers requiring cryptographic verification.
A: 32,667 records across multiple federal court categories (Sentencing, Habeas Corpus, Prison Conditions, Civil Rights, Administrative Law, and Constitutional Law).
A: Major legal database platforms are implementing new restrictions on AI crawlers starting September 15, 2026. Our pre-September dataset captures the last comprehensive snapshot of public federal court litigation. After this date, new records will be significantly harder to obtain.
We typically respond within 4 business hours.