Machine learning-based predictive modeling of angina pectoris in an elderly community-dwelling population: Results from the PoCOsteo study

Shahrokh Mousavi; Zahrasadat Jalalian; Sima Afrashteh; Akram Farhadi; Iraj Nabipour; Bagher Larijani

doi:10.1371/journal.pone.0329023

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Open Access

Peer-reviewed

Research Article

Machine learning-based predictive modeling of angina pectoris in an elderly community-dwelling population: Results from the PoCOsteo study

Shahrokh Mousavi,

Roles Conceptualization, Data curation, Formal analysis, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Biostatistics and Epidemiology, Faculty of Health and Nutrition, Bushehr University of Medical Sciences, Bushehr, Iran

https://orcid.org/0000-0002-3225-0376

⨯
Zahrasadat Jalalian,

Roles Conceptualization, Project administration, Supervision, Validation, Writing – review & editing

Affiliation School of Medicine, Bushehr University of Medical Sciences, Bushehr, Iran
⨯
Sima Afrashteh ,

Roles Conceptualization, Data curation, Formal analysis, Methodology, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing

* E-mail: sima.afrashte3@gmail.com (SA); Ak.farhadi@gmail.com (AF)

Affiliation Department of Biostatistics and Epidemiology, Faculty of Health and Nutrition, Bushehr University of Medical Sciences, Bushehr, Iran

https://orcid.org/0000-0002-4276-2084

⨯
Akram Farhadi ,

Roles Conceptualization, Data curation, Resources, Supervision, Writing – review & editing

* E-mail: sima.afrashte3@gmail.com (SA); Ak.farhadi@gmail.com (AF)

Affiliation The Persian Gulf Tropical Medicine Research Center, The Persian Gulf Biomedical Sciences Research Institute, Bushehr University of Medical Sciences, Bushehr, Iran
⨯
Iraj Nabipour,

Roles Data curation, Funding acquisition, Investigation, Methodology, Resources, Writing – review & editing

Affiliation The Persian Gulf Marine Biotechnology Research Center, The Persian Gulf Biomedical Sciences Research Institute, Bushehr University of Medical Sciences, Bushehr, Iran
⨯
Bagher Larijani

Roles Data curation, Funding acquisition, Methodology, Resources, Writing – review & editing

Affiliation Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
⨯

Machine learning-based predictive modeling of angina pectoris in an elderly community-dwelling population: Results from the PoCOsteo study

Shahrokh Mousavi,
Zahrasadat Jalalian,
Sima Afrashteh,
Akram Farhadi,
Iraj Nabipour,
Bagher Larijani

Published: August 5, 2025
https://doi.org/10.1371/journal.pone.0329023

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