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Article History

Received: 11 February 2025

Accepted: 22 September 2025

First Online: 28 October 2025

Declarations

:

: The authors declare no competing interests.

: I certify that this manuscript is original and has not been published and will not be submitted elsewhere for publication while being considered by the journal Medicine. The study is not divided into multiple parts for the purpose of increasing the number of submissions to different journals or to the same journal over time. No data has been fabricated or manipulated (including images) to support our conclusions. No data, text, or theories are presented as if they were our own. The submission has been received explicitly from all co-authors. Authors whose names appear on the submission have contributed sufficiently to the scientific work and therefore share collective responsibility and accountability for the results. This study was approved by the Shanghai University of Medicine & Health Sciences Affiliated Chongming Hospital Ethics Committee, with the approval number CMEC-2023-KT-05. The study, titled Construction of a Cloud Platform for Integrated Population Health Management Throughout the Life Cycle, was conducted at Chongming Hospital, Shanghai University of Medicine & Health Sciences. All research activities were performed in accordance with ethical guidelines and regulations.