{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T16:23:33Z","timestamp":1778603013072,"version":"3.51.4"},"reference-count":56,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Qatar National Library (QNL), Doha, Qatar"},{"name":"Qatar Biobank","award":["QF-QBB-RES-ACC-0164"],"award-info":[{"award-number":["QF-QBB-RES-ACC-0164"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2021]]},"DOI":"10.1109\/access.2021.3059469","type":"journal-article","created":{"date-parts":[[2021,2,17]],"date-time":"2021-02-17T04:22:45Z","timestamp":1613535765000},"page":"29929-29941","source":"Crossref","is-referenced-by-count":32,"title":["Risk Factors and Comorbidities Associated to Cardiovascular Disease in Qatar: A Machine Learning Based Case-Control Study"],"prefix":"10.1109","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5636-7632","authenticated-orcid":false,"given":"Hamada R. H.","family":"Al-Absi","sequence":"first","affiliation":[{"name":"College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mahmoud Ahmed","family":"Refaee","sequence":"additional","affiliation":[{"name":"College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0248-7919","authenticated-orcid":false,"given":"Atiq Ur","family":"Rehman","sequence":"additional","affiliation":[{"name":"College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohammad Tariqul","family":"Islam","sequence":"additional","affiliation":[{"name":"Computer Science Department, Southern Connecticut State University, New Haven, CT, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2336-0490","authenticated-orcid":false,"given":"Samir Brahim","family":"Belhaouari","sequence":"additional","affiliation":[{"name":"College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7033-3693","authenticated-orcid":false,"given":"Tanvir","family":"Alam","sequence":"additional","affiliation":[{"name":"College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.5120\/ijca2020919927"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.3390\/math8050851"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-08-051055-2.50029-8"},{"key":"ref31","first-page":"387","article-title":"Neural net and traditional classifiers","author":"huang","year":"1987","journal-title":"Proc Neural Inf Process Syst"},{"key":"ref30","author":"breiman","year":"1984","journal-title":"Classification and Regression Trees"},{"key":"ref37","first-page":"2079","article-title":"On over-fitting in model selection and subsequent selection bias in performance evaluation","volume":"11","author":"cawley","year":"2010","journal-title":"J Mach Learn Res"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-12-817084-7.00033-4"},{"key":"ref35","article-title":"CatBoost: Gradient boosting with categorical features support","author":"dorogush","year":"2018","journal-title":"arXiv 1810 11363"},{"key":"ref34","author":"brownlee","year":"2016","journal-title":"XGBoost With Python Gradient Boosted Trees With XGBoost and Scikit-Learn"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.2307\/2331554"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.2307\/2281537"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1214\/aoms\/1177730491"},{"key":"ref2","article-title":"Risk factors associated with cardiovascular diseases among adults attending the primary health care centers in Qatar a cross sectional study","volume":"4","author":"zainel","year":"2020","journal-title":"Journal of Public Health Medicine"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.annepidem.2019.10.002"},{"key":"ref20","year":"2020","journal-title":"ASCVD Risk Estimator"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICIoT48696.2020.9089468"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1177\/2047487312465525"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1186\/s12889-015-2522-7"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCULATIONAHA.105.563452"},{"key":"ref26","author":"zaki","year":"2019","journal-title":"Data Mining and Machine Learning Fundamental Concepts and Algorithms"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1093\/aje\/kwz084"},{"key":"ref50","article-title":"The relationship between serum homocysteine, uric acid and renal function in chronic gouty patients: 2 year follow-up results.: 1216","volume":"66","author":"park","year":"2014","journal-title":"Arthrit Rheumat"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(16)32064-5"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.cca.2017.11.026"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2018-023735"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1016\/j.mayocp.2019.05.036"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.f1378"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/S0735-1097(03)00163-3"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1186\/s12889-020-09298-w"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1186\/s12872-019-1131-2"},{"key":"ref40","year":"2020","journal-title":"Body Mass Index"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.ypmed.2020.106240"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(04)17018-9"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(10)60834-3"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(16)30506-2"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.ihj.2017.01.015"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.ahj.2009.04.019"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.11606\/issn.1679-9836.v87i4p232-237"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1590\/S1679-45082012000100008"},{"key":"ref4","year":"2018","journal-title":"Noncommunicable diseases country profiles 2018"},{"key":"ref3","year":"2020","journal-title":"Cardiovascular diseases"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.2147\/CEOR.S74682"},{"key":"ref5","year":"2020","journal-title":"Cardiovascular diseases"},{"key":"ref8","article-title":"Risk factors for coronary artery disease","author":"brown","year":"2020","journal-title":"StatPearls"},{"key":"ref7","year":"2020","journal-title":"Qatar Public Health Strategy 2017-2022"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.12659\/MSM.901652"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(19)32008-2"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.3747\/pdi.2013.00066"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1111\/j.1476-5381.2012.02081.x"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.4103\/0971-4065.50674"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1002\/9781118327517"},{"key":"ref42","year":"2019","journal-title":"Lab Guide&#x2013;2019 Central Clinical Section Lab Guide"},{"key":"ref41","first-page":"465","article-title":"Cardiovascular diseases in Qatar: Smoking, food habits and physical activities perspectives","volume":"272","author":"al-absi","year":"2020","journal-title":"Stud Health Technol Informat"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1186\/s12889-019-6818-x"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1186\/s12889-020-8223-x"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9312710\/09354689.pdf?arnumber=9354689","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,16]],"date-time":"2025-06-16T19:00:18Z","timestamp":1750100418000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9354689\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"references-count":56,"URL":"https:\/\/doi.org\/10.1109\/access.2021.3059469","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]}}}