Advancing health equity in proactive health management: from data underrepresentation and algorithmic bias to a closed-loop governance framework.

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Title: Advancing health equity in proactive health management: from data underrepresentation and algorithmic bias to a closed-loop governance framework.
Authors: Zhao Q; Medical Big Data and Bioinformatics Research Center, First Affiliated Hospital of Gannan Medical University, Ganzhou, China.; School of Public Health and Health Management, Gannan Medical University, Ganzhou, China., Jiang W; Medical Big Data and Bioinformatics Research Center, First Affiliated Hospital of Gannan Medical University, Ganzhou, China.; School of Public Health and Health Management, Gannan Medical University, Ganzhou, China., Zhang C; Medical Big Data and Bioinformatics Research Center, First Affiliated Hospital of Gannan Medical University, Ganzhou, China.; School of Public Health and Health Management, Gannan Medical University, Ganzhou, China., Ouyang M; First School of Clinical Medicine, Gannan Medical University, Ganzhou, China., Wu N; First School of Clinical Medicine, Gannan Medical University, Ganzhou, China., Guo Y; Medical Big Data and Bioinformatics Research Center, First Affiliated Hospital of Gannan Medical University, Ganzhou, China.; School of Public Health and Health Management, Gannan Medical University, Ganzhou, China.; Ganzhou Key Laboratory of Medical Big Data, Ganzhou, China.; Gannan Subcenter for Medical Genomics, National Genomics Data Center, Ganzhou, China.
Source: Frontiers in public health [Front Public Health] 2026 Jun 17; Vol. 14, pp. 1863050. Date of Electronic Publication: 2026 Jun 17 (Print Publication: 2026).
Publication Type: Journal Article; Review
Journal Info: Publisher: Frontiers Editorial Office Country of Publication: Switzerland NLM ID: 101616579 Publication Model: eCollection Cited Medium: Internet ISSN: 2296-2565 (Electronic) Linking ISSN: 22962565 NLM ISO Abbreviation: Front Public Health Subsets: MEDLINE
Database: MEDLINE Ultimate
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ISSN:2296-2565
DOI:10.3389/fpubh.2026.1863050