{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,30]],"date-time":"2026-07-30T22:58:35Z","timestamp":1785452315505,"version":"3.56.0"},"reference-count":62,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"name":"Ministry of Higher Education (MOHE) for funding under the Fundamental Research Grant Scheme","award":["FRGS\/1\/2022\/ICT08\/UTM\/01\/1"],"award-info":[{"award-number":["FRGS\/1\/2022\/ICT08\/UTM\/01\/1"]}]},{"name":"registration under Universiti Teknologi Malaysia vot","award":["R.K130000.7843.5F558"],"award-info":[{"award-number":["R.K130000.7843.5F558"]}]},{"name":"SPEV project \u201cSmart Solutions in Ubiquitous Computing Environments\u201d, University of Hradec Kralove, Faculty of Informatics and Management, Czech Republic","award":["UHK-FIM-SPEV-2024-2102"],"award-info":[{"award-number":["UHK-FIM-SPEV-2024-2102"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/access.2024.3432118","type":"journal-article","created":{"date-parts":[[2024,7,22]],"date-time":"2024-07-22T18:04:20Z","timestamp":1721671460000},"page":"161595-161619","source":"Crossref","is-referenced-by-count":20,"title":["Prediction Models for Type 2 Diabetes Progression: A Systematic Review"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4911-897X","authenticated-orcid":false,"given":"Nor","family":"Nisha Nadhira Nazirun","sequence":"first","affiliation":[{"name":"Department of Biomedical Engineering and Health Sciences, Faculty of Electrical Engineering, Universiti Teknologi Malaysia, Johor Bahru, Johor, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3222-1732","authenticated-orcid":false,"given":"Asnida","family":"Abdul Wahab","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering and Health Sciences, Faculty of Electrical Engineering, Universiti Teknologi Malaysia, Johor Bahru, Johor, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9746-8459","authenticated-orcid":false,"given":"Ali","family":"Selamat","sequence":"additional","affiliation":[{"name":"Malaysia-Japan International Institute of Technology (MJIIT), Universiti Teknologi Malaysia Kuala Lumpur, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5256-210X","authenticated-orcid":false,"given":"Hamido","family":"Fujita","sequence":"additional","affiliation":[{"name":"Malaysia-Japan International Institute of Technology (MJIIT), Universiti Teknologi Malaysia Kuala Lumpur, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5992-2574","authenticated-orcid":false,"given":"Ondrej","family":"Krejcar","sequence":"additional","affiliation":[{"name":"Malaysia-Japan International Institute of Technology (MJIIT), Universiti Teknologi Malaysia Kuala Lumpur, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9664-1109","authenticated-orcid":false,"given":"Kamil","family":"Kuca","sequence":"additional","affiliation":[{"name":"Faculty of Informatics and Management, University of Hradec Králové, Hradec Králové, Czech Republic"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3777-3640","authenticated-orcid":false,"given":"Gan","family":"Hong Seng","sequence":"additional","affiliation":[{"name":"School of AI and Advanced Computing, XJTLU Entrepreneur College (Taicang), Xi’an Jiaotong-Liverpool University, Suzhou, Jiangsu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2022.106773"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2022.107277"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.47836\/mjmhs.18.s6.14"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/jbhi.2020.3040225"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1002\/edm2.108"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1111\/eci.13890"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-022-10202-8"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1177\/19322968211056917"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.2337\/dci20-0022"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/S2213-8587(19)30087-7"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph18063317"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.4258\/hir.2019.25.4.248"},{"key":"ref13","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1016\/j.jbi.2018.09.001","article-title":"Mixed effect machine learning: A framework for predicting longitudinal change in hemoglobin A1c","volume":"89","author":"Ngufor","year":"2019","journal-title":"J. Biomed. Inform."},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2022.104001"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1186\/s12875-021-01472-2"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1186\/s12916-021-02221-z"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-16226-3_10"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.amjmed.2020.03.033"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.csbj.2016.12.005"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1186\/s42492-021-00097-7"},{"key":"ref21","first-page":"1","article-title":"Procedures for performing systematic reviews, Version 1.0","volume":"33","author":"Kitchenham","year":"2004","journal-title":"Empirical Softw. Eng."},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2022.104218"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-68771-z"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-021-04072-3"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-022-07801-4"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph19105800"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph192113890"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0219636"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0259372"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0257857"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2968608"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3035026"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3005540"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2020.101986"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2020.101930"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.imu.2019.100254"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.imu.2022.101079"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.3390\/s22197268"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.3390\/s22218454"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.2337\/dc19-2057"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.3390\/jpm12111899"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/BIBM.2018.8621484"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/CBMS.2018.00026"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1177\/1932296819838856"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocy188"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ICVRIS51417.2020.00232"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-021-02533-w"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1080\/08839514.2022.2145644"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2018.08.008"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1186\/s12933-019-0879-0"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.7717\/peerj.9920"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2022.105757"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/S2213-8587(18)30051-2"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2021.08.048"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/j.smhl.2021.100206"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1186\/s13638-020-01765-7"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.2196\/14452"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1080\/0886022X.2022.2056053"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.3390\/healthcare9040422"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1155\/2023\/3990035"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1007\/s12553-023-00730-w"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/rbme.2023.3242261"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10380310\/10606225.pdf?arnumber=10606225","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,26]],"date-time":"2024-11-26T23:57:41Z","timestamp":1732665461000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10606225\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":62,"URL":"https:\/\/doi.org\/10.1109\/access.2024.3432118","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]}}}