Clinical data / Reports

Radiology report data for medical AI

MedCorpora can scope radiology report data linked to imaging examinations when report provenance, study matching, authoring context, privacy processing and intended use are verified. Reports can support labels or multimodal tasks, but their findings and uncertainty require careful interpretation.

Published 30 July 2026 · Reviewed 12 August 2026 · MedCorpora
TextFindings · impression
LinkReport to examination
TasksNLP · vision-language · labels
PrivacyText de-identification
01

What the programme covers

Radiology reports contain valuable clinical interpretation but also uncertainty, comparisons, recommendations and references to prior examinations. A programme must preserve the correct study relationship and distinguish findings from impression, history and copied text.

02

What a useful specification includes

A defensible request defines the clinical task, source evidence and acceptance criteria before patient-level data moves. The exact fields and thresholds depend on the intended model claim.

  • Modality, anatomy and report types
  • Findings, impression and clinical-history fields
  • Study and accession matching rules
  • Language, templates and reporting-site distribution
  • Target concepts, negation and uncertainty policy
  • Text privacy and manual exception handling
03

Quality and validation controls

Report quality controls verify imaging linkage, section structure and privacy while preserving clinically meaningful negation, temporality and uncertainty.

  • Report-to-study linkage accuracy
  • Section and template normalization
  • Negation and uncertainty handling
  • Copied-text and addendum detection
  • Direct and indirect identifier review
04

Availability, rights and delivery

Reports can be delivered as approved de-identified text, structured concepts or linked multimodal records with documented transformation and label provenance.

Public pages describe a sourcing and engineering capability, not guaranteed ready inventory. Each release remains subject to verified programme inventory, programme-specific authorization, privacy review, technical acceptance and buyer licence terms.

05

Questions, answered directly.

Can reports be used as ground truth?

Sometimes, but suitability depends on the task, reporting standard and whether stronger evidence is required.

Can report text contain identifiers?

Yes. Text requires dedicated privacy processing and validation before release.

Can reports support vision-language models?

Potentially, when image-report pairs are correctly matched and the programme licence covers the intended use.

Are addenda preserved?

They should be tracked when available because they may alter the final interpretation.

Institutional engagement

Define the cohort.