{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T01:20:58Z","timestamp":1787016058056,"version":"build-2736575974"},"reference-count":36,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2023,2,7]],"date-time":"2023-02-07T00:00:00Z","timestamp":1675728000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Special Care in Dentistry"],"published-print":{"date-parts":[[2024,1]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Aims<\/jats:title>\n                    <jats:p>Edentulism is an incapacitating condition, and its prevalence is unequal among different population groups in the United States (US) despite its declining prevalence. This study aimed to investigate the current prevalence, apply Machine Learning (ML) Algorithms to investigate factors associated with complete tooth loss among older US adults, and compare the performance of the models.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>The cross\u2010sectional 2020 Behavioral Risk Factor Surveillance System (BRFSS) data was used to evaluate the prevalence and factors associated with edentulism. ML models were developed to identify factors associated with edentulism utilizing seven ML algorithms. The performance of these models was compared using the area under the receiver operating characteristic curve (AUC).<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>An overall prevalence of 11.9% was reported. The AdaBoost algorithm (AUC\u00a0=\u00a084.9%) showed the best performance. Analysis showed that the last dental visit, educational attainment, smoking, difficulty walking, and general health status were among the top factors associated with complete edentulism.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>Findings from our study support the declining prevalence of complete edentulism in older adults in the US and show that it is possible to develop a high\u2010performing ML model to investigate the most important factors associated with edentulism using nationally representative data.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1111\/scd.12832","type":"journal-article","created":{"date-parts":[[2023,2,7]],"date-time":"2023-02-07T08:50:35Z","timestamp":1675759835000},"page":"148-156","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Using machine learning algorithms to investigate factors associated with complete edentulism among older adults in the United States"],"prefix":"10.1111","volume":"44","author":[{"given":"Abimbola M.","family":"Oladayo","sequence":"first","affiliation":[{"name":"Department of Preventive and Community Dentistry The University of Iowa College of Dentistry  Iowa City Iowa USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hikkaduwa Withanage","family":"Miyuraj Harishchandra","sequence":"additional","affiliation":[{"name":"Division of Biostatistics and Computational Biology The University of Iowa College of Dentistry  Iowa City Iowa USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Erliang","family":"Zeng","sequence":"additional","affiliation":[{"name":"Division of Biostatistics and Computational Biology The University of Iowa College of Dentistry  Iowa City Iowa USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Daniel J.","family":"Caplan","sequence":"additional","affiliation":[{"name":"Department of Preventive and Community Dentistry The University of Iowa College of Dentistry  Iowa City Iowa USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Azeez","family":"Butali","sequence":"additional","affiliation":[{"name":"Department of Oral Pathology Radiology, and Medicine and Iowa Institute for Oral Health The University of Iowa College of Dentistry  Iowa City Iowa USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1291-6684","authenticated-orcid":false,"given":"Leonardo","family":"Marchini","sequence":"additional","affiliation":[{"name":"Department of Preventive and Community Dentistry The University of Iowa College of Dentistry  Iowa City Iowa USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2023,2,7]]},"reference":[{"key":"e_1_2_9_2_1","doi-asserted-by":"publisher","DOI":"10.1155\/2013\/498305"},{"key":"e_1_2_9_3_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1532\u2010849x.1999.tb00005.x"},{"key":"e_1_2_9_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/s0140\u20106736(19)31146\u20108"},{"key":"e_1_2_9_5_1","first-page":"1334","volume":"69","author":"Fleming E","year":"2020","journal-title":"QuickStats: prevalence of complete tooth loss among adults aged\u2265 65 years, by federal poverty level\u2014national health and nutrition examination survey, United State, 1999\u20132018"},{"key":"e_1_2_9_6_1","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph111111308"},{"key":"e_1_2_9_7_1","doi-asserted-by":"publisher","DOI":"10.1038\/srep37083"},{"key":"e_1_2_9_8_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12062\u2010018\u20109225\u20107"},{"key":"e_1_2_9_9_1","doi-asserted-by":"publisher","DOI":"10.1177\/0022034514546165"},{"key":"e_1_2_9_10_1","doi-asserted-by":"publisher","DOI":"10.1111\/jgs.16079"},{"key":"e_1_2_9_11_1","volume-title":"Oral Health in America: Advances and Challenges","author":"National Institutes of Health","year":"2021"},{"key":"e_1_2_9_12_1","volume-title":"Leading Health Indicators 2030: Advancing Health, Equity, and Well\u2010Being","author":"National Academies of Sciences, Engineering, and Medicine; 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