TRV-2026-2396Published recordPeer-reviewed

Large language model-based simplification of breast imaging reports: a prospective multicentre study with 2965 patient-based evaluations

Objective To compare patient perceptions of radiologist-written and artificial intelligence (AI)-generated simplifications of breast imaging reports in terms of simplicity, comprehensibility, empathy, and overall preference. Materials and methods In this prospective multicentre survey-based study, 10 anonymized breast imaging reports (5 ultrasound, 5 mammography; one BI-RADS category 1-5 per modality) were simplified by ChatGPT-4 within a 50-word limit. After assessment by a panel of 20 physicians, paired radiol…

Health · Good Space (a documented gain) · first published 2026-11-06 · v1 · read the full story · raw data (JSON)

The gain

In a multicentre survey of 314 patients, ChatGPT-4 simplified breast imaging reports were preferred in 63.3% of 2,965 evaluations and rated simple by 70.0% versus 43.4% for radiologist-written reports.

What this doesn’t fix

The study used only 10 anonymized breast imaging reports, each AI summary was limited to 50 words, and it measured patient perceptions rather than understanding or clinical outcomes.

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Truvace Impact Record TRV-2026-2396, v1: “Large language model-based simplification of breast imaging reports: a prospective multicentre study with 2965 patient-based evaluations.” Truvace, 2026-11-06. /record/TRV-2026-2396 (accessed on the day you copy it). sha256 61ff7cbef22bb184…

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