It is time for some deep learning: a statistical commentary on machine learning for clinical prediction models using imbalanced datasets-Reference-Cited by-同舟云学术

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It is time for some deep learning: a statistical commentary on machine learning for clinical prediction models using imbalanced datasets

Published:2024-07 Issue:1 Volume:9 Page:e001567
ISSN:2397-5776
Container-title:Trauma Surgery & Acute Care Open
language:en
Short-container-title:Trauma Surg Acute Care Open

Author:

Stonko David,Jarman Molly P^ORCID,Byrne James P^ORCID

Publisher

BMJ

Reference7 articles.

1. Mature artificial Intelligence- and machine learning-enabled medical tools impacting vascular surgical care: a scoping review of late-stage, US food and drug administration-approved or cleared technologies relevant to vascular surgeons;Stonko;Semin Vasc Surg,2023

2. Savage N . Breaking into the black box of artificial intelligence. Nature 2022. doi:10.1038/d41586-022-00858-1

3. Practical guide to building machine learning-based clinical prediction models using imbalanced datasets;Luu;Trauma Surg Acute Care Open,2024

4. Reporting guidelines for clinical trial reports for interventions involving artificial intelligence: the CONSORT-AI extension

5. TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods;Collins;BMJ,2024

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