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Personalized Risk Analysis to Improve the Psychological Resilience of Women Undergoing Treatment for Breast Cancer: Development of a Machine Learning-Driven Clinical Decision Support Tool.

Georgios C ManikisNicholas John SimosKonstantina D KourouHaridimos KondylakisPaula Poikonen-SakselaKetti MazzoccoRuth Pat-HorenczykBerta SousaAlbino J Oliveira-MaiaJohanna MattsonIlan RozinerChiara MarzoratiKonstantinos MariasMikko NuutinenEvangelos C KarademasDimitrios Ioannis Fotiadis
Published in: Journal of medical Internet research (2023)
Our results highlight the clinical utility of the BOUNCE modeling approach by focusing on resilience predictors that can be readily available to practicing clinicians at major oncology centers. The BOUNCE CDS tool paves the way for personalized risk assessment methods to identify patients at high risk of adverse well-being outcomes and direct valuable resources toward those most in need of specialized psychological interventions.
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