Perception
The scan, and the doctor’s reasoning.
De-identified imaging paired with what the physician saw, considered and decided, for clinical AI.
One read, start to finish.
Study
Chest CT, follow-up for a known nodule.
Impression
Nodule stable, with a new ground-glass opacity nearby.
Differential
Infection considered. Early malignancy not excluded.
Decision
Short-interval follow-up ordered.
Outcome
Linked to the next study when it happens.
Study
Chest CT, follow-up for a known nodule.
Impression
Nodule stable, with a new ground-glass opacity nearby.
Differential
Infection considered. Early malignancy not excluded.
Decision
Short-interval follow-up ordered.
Outcome
Linked to the next study when it happens.
Every read holds
- Imaging, in DICOM.
- Region markings and measurements.
- Impression, differential and decision.
- Clinical context and later outcomes.
Train on the read, not just the image.
Collected with hospitals. Never scraped.
Collected with partner hospitals under institutional agreements and ethics review. Physicians who annotate are paid for each read. Nothing leaves our systems until it has been de-identified and checked by a person.
Privacy rules
- Identifiers removed with the safe harbor method.
- Demographic combinations checked for re-identification risk.
- Automated screens, then human review, before any delivery.
- Prospective collection only under ethics review.
What it trains
- Diagnostic models
- Report generation
- Clinical decision support
In the marketplace
All of the marketplaceCT reads with reasoning
De-identified studies paired with the radiologist’s impression, differentials and follow-up decision at the time of the read.
DICOM, reads, differentials
Radiographs with reports
X-rays across orthopedics, chest and emergency care, with structured reports and demographic context.
X-ray, structured reports
Ultrasound with sonographer notes
Full sweep recordings with probe settings, measurements and annotated findings.
ultrasound video, measurements, notes
Hospital operations events
De-identified workflow events from working hospitals: orders, handoffs and escalations.
event streams
Prospective clinical cohorts
Collected against your protocol, from modality and population to annotation schema, under ethics review.
protocol-defined
Need a cohort we don’t have?
Prospective collection against your protocol, from modality and population to annotation schema.