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Improving Clinical Translation of Machine Learning Approaches Through Clinician-Tailored Visual Displays of Black Box Algorithms: Development and Validation

BACKGROUND: Despite the promise of machine learning (ML) to inform individualized medical care, the clinical utility of ML in medicine has been limited by the minimal interpretability and black box nature of these algorithms. OBJECTIVE: The study aimed to demonstrate a general and simple framework f...

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Vydáno v:JMIR Med Inform
Hlavní autoři: Wongvibulsin, Shannon, Wu, Katherine C, Zeger, Scott L
Médium: Artigo
Jazyk:Inglês
Vydáno: JMIR Publications 2020
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7312245/
https://ncbi.nlm.nih.gov/pubmed/32515746
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.2196/15791
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