Chest CT reads with radiologist reasoning
De-identified studies paired with impressions, differentials, and follow-up decisions at time of read.

Solutions / 04 · Medical imaging
Care as it is delivered, not as it is labelled afterwards. Hospital partnerships under institutional agreements: de-identified imaging paired with the impressions, differentials, and decisions made at the read.
35,000+
Physician network
11
Modalities
48k+
Studies
100%
De-identified
35,000+ doctors producing reads, annotations, and reasoning under agreement.
Not just labels: impressions, differentials considered, and the decision taken.
Safe-harbor de-identification, k-anonymity checks, and double human review.
Follow-ups link each study to what actually happened next.
Access at scale
Not scraped archives. Partner hospitals and 35,000+ physicians on standing, ethics-reviewed collection programs: imaging, annotations, and the reasoning behind them.
01
CT, X-ray, MRI, and ultrasound with the read that followed each study.
43k+ studies
02
Structured findings, impressions, and recommendations per exam.
paired 1:1
03
Differentials considered and discarded: the thought process itself.
physician-authored
04
Orders, referrals, and follow-ups that the imaging drove.
linked to outcomes
05
What happened next: resolution, progression, or confirmation.
longitudinal
What we capture
DICOM studies across 11 modalities, quality-checked and de-identified.
Region markings, measurements, and finding labels by treating physicians.
Age band, presentation, history: the context a model needs to read like a doctor.
Decisions and longitudinal outcomes linked back to every study.
Use case
What a buyer sees before licensing a single study.
Reasoning-paired reads
Each study carries the read as it happened: the impression, the differentials weighed and discarded, and the order that followed. The thought process itself, made trainable.
Measured, not promised
Diagnostic fine-tunes are benchmarked before listing: images alone, with reports, and with full reasoning chains.
Ethics-reviewed collection across departments.
01
CT, X-ray, and MRI reads across ortho, chest, and ER.
DICOM · Reads attached
02
Full sweeps with probe metadata and sonographer notes.
Sweeps · Probe metadata
03
Multi-physician case discussions, de-identified.
Multi-physician · De-identified
Privacy is the product
Every study passes de-identification, k-anonymity checks, and a second human review before it can be licensed. Provenance and permitted-use terms ship with every package.
Catalog / Medical imaging
All verticals ↗De-identified studies paired with impressions, differentials, and follow-up decisions at time of read.
Radiographs across ortho, chest, and ER with structured reports and demographic context, fully de-identified.
Full sweep recordings with probe metadata, measurements, and annotated findings per clip.
De-identified multi-physician case discussions: evidence weighed, options rejected, plan chosen.
Continuous de-identified workflow events (orders, handoffs, escalations) from a full working hospital.
Prospective collection against your protocol (modality, population, annotation schema) under ethics review.