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Published on in Vol 9 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/65327, first published .
Surgeon in scrubs and mask checks monitor in operating room

Machine Learning for Predicting Critical Postoperative Interventions: Proof-of-Concept Study Using the INSPIRE Dataset

Machine Learning for Predicting Critical Postoperative Interventions: Proof-of-Concept Study Using the INSPIRE Dataset

Authors of this article:

Manan Shukla1 Author Orcid Image ;   Paul Fodor2 Author Orcid Image ;   Suresh Yelika3 Author Orcid Image ;   Nicholas Ahn3 Author Orcid Image

Manan Shukla   1 , BS ;   Paul Fodor   2 , PhD ;   Suresh Yelika   3 , MD ;   Nicholas Ahn   3 , MD

1 Renaissance School of Medicine, Stonybrook University Hospital, Port Jefferson, NY, United States

2 Department of Computer Science, Stony Brook University, Stony Brook, NY, United States

3 Colorectal Surgery, Stony Brook Medicine, Stony Brook, NY, United States

Corresponding Author: