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Machine learning approach to predicting persistent opioid use following lower extremity joint arthroplasty

BACKGROUND: The objective of this study is to develop predictive models for persistent opioid use following lower extremity joint arthroplasty and determine if ensemble learning and an oversampling technique may improve model performance. METHODS: We compared various predictive models to identify at...

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Detalles Bibliográficos
Autores principales: Gabriel, Rodney A, Harjai, Bhavya, Prasad, Rupa S, Simpson, Sierra, Chu, Iris, Fisch, Kathleen M, Said, Engy T
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8961772/
https://www.ncbi.nlm.nih.gov/pubmed/35115414
http://dx.doi.org/10.1136/rapm-2021-103299