The quality and safety of using generative AI to produce patient-centred discharge instructions

Patient-centred instructions on discharge can improve adherence and outcomes. Using GPT-3.5 to generate patient-centred discharge instructions, we evaluated responses for safety, accuracy and language simplification. When tested on 100 discharge summaries from MIMIC-IV, potentially harmful safety issues attributable to the AI tool were found in 18%, including 6% with hallucinations and 3% with new medications. AI tools can generate patient-centred discharge instructions, but careful implementation is needed to avoid harms.

Authors

Institutions

Publication Details

Journal
npj Digital Medicine
Published
2024-11-20
DOI
https://doi.org/10.1038/s41746-024-01336-w
Citations
25
Primary Topic
Machine Learning in Healthcare
Type
article
Field-Weighted Citation Impact
8.68
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The quality and safety of using generative AI to produce patient-centred discharge instructions

Kristian Stanceski, Julie Ayre, Sarita Lo, Marguerite Tracy et al.
25 citations
npj Digital Medicine
Machine Learning in Healthcare
8.68
article

The quality and safety of using generative AI to produce patient-centred discharge instructions

Kristian Stanceski, Julie Ayre, Sarita Lo, Marguerite Tracy, Vasi Naganathan, Adam G. Dunn, Shiyin Zhong, Sam Khadra, Jinman Kim, X. Zhang, Linda Koria
article en
25 citations

Abstract

Patient-centred instructions on discharge can improve adherence and outcomes. Using GPT-3.5 to generate patient-centred discharge instructions, we evaluated responses for safety, accuracy and language simplification. When tested on 100 discharge summaries from MIMIC-IV, potentially harmful safety issues attributable to the AI tool were found in 18%, including 6% with hallucinations and 3% with new medications. AI tools can generate patient-centred discharge instructions, but careful implementation is needed to avoid harms.

npj Digital MedicineVol. 7(1)
The University of Sydney (AU), Sutherland Hospital (AU), Royal Prince Alfred Hospital (AU), Concord Repatriation General Hospital (AU), Blacktown & Mount Druitt Hospital (AU), Sydney Local Health District (AU)
Openalex Percentile: Top 2%
Machine Learning in Healthcare
8.68
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

The quality and safety of using generative AI to produce patient-centred discharge instructions — Kristian Stanceski, Julie Ayre, et al. · npj Digital Medicine (2024) | TGRS Research Map | TGRS