DR Dr. Rai, Consultant Radiologist
Personal Learning Space

Readyology Learning Hub

Learning from disagreement, not assigning blame.

+6 this month
42
Cases Completed
reviewed
31
Reflections Saved
est.
18
CPD-compatible Records Ready
team
9
Cases Saved for REALM
Continue Learning
AI-DIS-024REALM-ready

Subtle asymmetry in dense breast

Explore how prior comparison, AI confidence, and human thresholding shaped the arbitration outcome in a no-blame reflective format.

AI-Human Disagreement 8 min CPD-compatible
87% AI
AI confidence 87%

Cases

Browse anonymised disagreement cases by type, clinical feature, and learning time.

Open case library →

Learn

Work through decision prompts, human factor tags, and reflective reasoning.

Enter learning mode →

CPD

Collect exportable records, estimated credits, reflections, and impact notes.

View evidence →

Team

Prepare REALM packs, shared themes, discussion prompts, and department insights.

Open team space →
Premium Case Library

Cases

Anonymised arbitration and disagreement cases curated as learning objects, not spreadsheet rows.

AI-DIS-024REALM-ready

Subtle asymmetry in dense breast

Reader 1: No recall. AI: Recall suggested. Arbitrator: Recall.

AI-Human Disagreement8 minCPD-compatible
87% AI
AI-DIS-031REALM-ready

High-confidence AI overcall

Reader 1: No recall. AI: Recall suggested. Arbitrator: No recall.

Risk disagreement6 minCPD-compatible
91% AI
HH-DIS-012Team theme

Junior-senior recall threshold disagreement

Reader 1: Recall. Reader 2: No recall. Arbitrator: Recall.

Human-Human Disagreement10 minCPD-compatible
Recall
Reflective Micro-learning

Subtle asymmetry in dense breast

AI-Human disagreement, detection disagreement, 8 min, CPD-compatible.

Case Overview
AI-DIS-024 Reader 1: No recall AI: Recall suggested Arbitrator: Recall
Mammogram concept viewerAI confidence 87%
Blue: AI marked region Amber: human review focus
My Learning

Reflective case learning and CPD-compatible evidence

Estimated credit, exportable records, and reflective impact notes. Subject to local CPD approval.

34.5
Estimated credits this year
42
Cases completed
31
Reflections saved
18
Records ready
Learning Curve

Monthly estimated CPD-compatible progress

Target pace around 50 credits / year

My Learning Records
24 Jun
Subtle asymmetry in dense breastAI-Human Disagreement
8 min0.5 est.
18 Jun
High-confidence AI overcallRisk disagreement
6 min0.4 est.
11 Jun
Junior-senior recall thresholdHuman-Human Disagreement
10 min0.6 est.
Team Learning

REALM chair and department workspace

Anonymised themes, selected cases, and team-level insights only. No individual ranking.

Upcoming REALM

Prior comparison in dense breast arbitration

A curated pack for reflective team discussion, focused on calibration and shared reasoning rather than individual performance.

REALM Pack Builder
01
AI-DIS-024, Subtle asymmetryDetection disagreement, dense breast, 8 min
Selected
02
AI-DIS-031, High-confidence overcallRisk disagreement, stable prior images, 6 min
Selected
03
HH-DIS-012, Recall thresholdHuman-Human disagreement, uncertainty, 10 min
Review