The work behind SHAIPE

Publications

Better human–AI collaboration starts with understanding how people work. Explore our research, the findings and the people behind them.

2026

Two papers · Open access

Clinical educationOriginal research

npj Digital Medicine · 7 October 2026

An examiner-conditioned AI second marker for VR OSCEs

Could an AI second marker help examiners review difficult clinical exam decisions? Meet RAVEN, which brings together VR video, action logs and examiner assessments.

Harry Rogers, Sally Shiels, Ashley Tomlinson and colleagues

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Figure 1 from the RAVEN paper: model selection trade-offs between pass/fail agreement and assessment domain agreement. — Figure 1 · Model selection trade-offs
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Human–AI collaborationScoping review

npj Digital Medicine · 20 June 2026

Human-AI Collaboration in Healthcare: A Scoping Review

When does working with AI help healthcare teams? A review of 140 studies maps the evidence, the conditions for successful collaboration and the questions still unanswered.

Joshua Strong, Harry Rogers, Emma Sun and colleagues

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Figure 2 from the HAIC review: included studies mapped by clinical task, evaluation design and reported outcome direction. — Figure 2 · Mapping the evidence
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