Short- and long-term weekly patient-reported outcomes prediction undergoing radiotherapy: single-patient time series model vs. transformer-based multi-patient time series model

Short- and long-term weekly patient-reported outcomes prediction undergoing radiotherapy: single-patient time series model vs. transformer-based multi-patient time series model

Abstract Background Patient-reported outcomes (PROs) are direct reports from patients on health status, symptoms, quality of life, or treatment satisfaction, offering critical insights into subjective experiences that clinical metrics may overlook. Accurately predicting personalized short- and long-...

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Bibliographic Details
Main Authors: Yang Yan, Zhong Chen, Xinglei Shen, Ronald C. Chen, Hao Gao
Format: Article
Language:English
Published: BMC 2025-08-01
Series:BioData Mining
Subjects:
Patient-reported outcomes (PRO)
Pain level
Quality of life
Short-term and long-term PRO prediction
Time series predictive model
Temporal fusion transformers
Online Access:https://doi.org/10.1186/s13040-025-00464-7
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https://doi.org/10.1186/s13040-025-00464-7

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