A Machine Learning Algorithm to Predict Medical Device Recall by the Food and Drug Administration

An ML algorithm accurately predicted medical device recall status by the FDA with lead times as great as 12 months. Future research could incorporate longer lead times and data sources including FDA reports and prospectively test the ability of ML algorithms to predict FDA recall.

Authors

Institutions

Publication Details

Journal
Western Journal of Emergency Medicine
Published
2024-11-21
DOI
https://doi.org/10.5811/westjem.21238
Citations
1
Primary Topic
Quality and Safety in Healthcare
Type
article
Field-Weighted Citation Impact
0.94
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Machine Learning Algorithm to Predict Medical Device Recall by the Food and Drug Administration

Joshua Broder, Isabela Agi Maluli, Victor Barbosa Slivinskis
1 citations
Western Journal of Emergency Medicine
Quality and Safety in Healthcare
0.94
article

A Machine Learning Algorithm to Predict Medical Device Recall by the Food and Drug Administration

Joshua Broder, Isabela Agi Maluli, Victor Barbosa Slivinskis
article en
1 citations

Abstract

An ML algorithm accurately predicted medical device recall status by the FDA with lead times as great as 12 months. Future research could incorporate longer lead times and data sources including FDA reports and prospectively test the ability of ML algorithms to predict FDA recall.

Western Journal of Emergency MedicineVol. 26(1)
Duke University (US), Trinity College (US)
Openalex Percentile: Top 15%
Quality and Safety in Healthcare
0.94
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.

A Machine Learning Algorithm to Predict Medical Device Recall by the Food and Drug Administration — Joshua Broder, Isabela Agi Maluli, et al. · Western Journal of Emergency Medicine (2024) | TGRS Research Map | TGRS