Heterogeneity in benefit finding among breast cancer patients: a latent profile analysis and influencing factors

This study applied social cognitive theory to examine factors affecting benefit finding in breast cancer patients, focusing on environmental, individual, and behavioral domains. Results showed strong performance by the XGBoost classifier. The developed nomogram aids healthcare providers in swiftly identifying patients with low benefit finding, enabling personalized interventions to mitigate adverse psychological effects and improve long-term outcomes.

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Publication Details

Journal
Frontiers in Oncology
Published
2026-01-28
DOI
https://doi.org/10.3389/fonc.2026.1636972
Primary Topic
Medication Adherence and Compliance
Type
article
Field-Weighted Citation Impact
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article

Heterogeneity in benefit finding among breast cancer patients: a latent profile analysis and influencing factors

Zhongtao Zhou, Wei Wang, H Y Gao, Weina Fu Tao Du et al.
Frontiers in Oncology
Medication Adherence and Compliance
article

Heterogeneity in benefit finding among breast cancer patients: a latent profile analysis and influencing factors

Zhongtao Zhou, Wei Wang, H Y Gao, Weina Fu Tao Du, Keying Guo, Jing Zhang, Ling Cheng
article en

Abstract

This study applied social cognitive theory to examine factors affecting benefit finding in breast cancer patients, focusing on environmental, individual, and behavioral domains. Results showed strong performance by the XGBoost classifier. The developed nomogram aids healthcare providers in swiftly identifying patients with low benefit finding, enabling personalized interventions to mitigate adverse psychological effects and improve long-term outcomes.

Frontiers in OncologyVol. 16
Bengbu Medical College (CN)
Reduced inequalities
Openalex Percentile: Top 74%
Medication Adherence and Compliance
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