Shen, Shasha https://orcid.org/0000-0002-9987-0801
Zhou, Kai
Wu, Mingna
Liu, Dahai
Shen, Xiaotong
Li, Peijie
Xu, Ying
Zheng, Sijia
Gou, Xiaoxia https://orcid.org/0000-0002-3842-4007
Funding for this research was provided by:
Science and Technology Project of the Guizhou Anti-Cancer Association (No. 006 [2023])
Beijing Huakang Charity Foundation Project (EXZL-GX-028)
Zunyi Science and Technology Bureau (ZSKH-HZ-2025-124)
Zunyi Science and Technology Bureau (ZSKH-HZ-2025-147)
Article History
Received: 17 August 2025
Accepted: 11 November 2025
First Online: 21 November 2025
Declarations
:
: Not applicable. This study did not involve real patients or the collection of identifiable clinical data. The “patient panel” was composed of simulated participants recruited from research affiliates to approximate patient perspectives. As such, formal ethics committee approval was not required. The evaluation was conducted in accordance with institutional ethical standards. We acknowledge, however, that simulated participants may not fully capture the lived experiences of cancer survivors, and future studies should incorporate ethically approved recruitment of real patients to enhance representativeness and validity.
: This manuscript is original, has not been published previously, and is not under consideration for publication elsewhere in any language.
: All recommendations generated by ChatGPT in this study were used solely for research and comparative purposes and were not applied in clinical decision-making. AI outputs do not constitute medical guidance. Any clinical implementation of AI-generated recommendations should occur under expert supervision and in accordance with local regulations.
: Not applicable.
: The authors declare no conflicts of interest.