{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T15:11:52Z","timestamp":1783437112168,"version":"3.54.6"},"reference-count":83,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"8","license":[{"start":{"date-parts":[[2022,8,1]],"date-time":"2022-08-01T00:00:00Z","timestamp":1659312000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,8,1]],"date-time":"2022-08-01T00:00:00Z","timestamp":1659312000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,8,1]],"date-time":"2022-08-01T00:00:00Z","timestamp":1659312000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Biomed. Health Inform."],"published-print":{"date-parts":[[2022,8]]},"DOI":"10.1109\/jbhi.2022.3185798","type":"journal-article","created":{"date-parts":[[2022,6,23]],"date-time":"2022-06-23T19:29:00Z","timestamp":1656012540000},"page":"3638-3648","source":"Crossref","is-referenced-by-count":25,"title":["Predictive Accuracy of Digital Biomarker Technologies for Detection of Mild Cognitive Impairment and Pre-Frailty Amongst Older Adults: A Systematic Review and Meta-Analysis"],"prefix":"10.1109","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0190-1794","authenticated-orcid":false,"given":"Seng-Khoon","family":"Teh","sequence":"first","affiliation":[{"name":"School of Computing and Information Systems, Singapore Management University, Singapore, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Iris","family":"Rawtaer","sequence":"additional","affiliation":[{"name":"Department of Psychiatry, Sengkang General Hospital, Singhealth Duke NUS Academic Medical Center, Singapore, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hwee Pink","family":"Tan","sequence":"additional","affiliation":[{"name":"Policy, Research and Surveillance Group, Health Promotion Board, Singapore, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1519\/00139143-200932020-00002"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2018.2834317"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.3390\/s20082218"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.3389\/fnagi.2021.757823"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1186\/s11556-019-0214-5"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2022.117538"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1123\/japa.2013-0236"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-58524-6_13"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1186\/s12877-020-01678-6"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.3390\/jcm9051355"},{"key":"ref78","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":"ref79","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclinepi.2007.09.013"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.3390\/s20216031"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/s12559-020-09816-3"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-46925-y"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2020.103705"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.3233\/JAD-210684"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2021.103195"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2020.2985907"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TASE.2019.2942386"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC46164.2021.9630976"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1159\/000493263"},{"key":"ref61","article-title":"Sensor-based characterization of daily walking: A new paradigm in pre-frailty\/frailty assessment","volume":"20","author":"kumar","year":"2020","journal-title":"BMC Geriatr"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1111\/jgs.13451"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3149100"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-021-98286-0"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1186\/s12874-019-0724-x"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.3390\/s18051336"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.3390\/s21165289"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-021-86579-3"},{"key":"ref67","first-page":"290","article-title":"Unobtrusive detection of frailty in older adults","author":"goonawardene","year":"2018","journal-title":"Human Aspects of IT for the Aged Population Applications in Health Assistance and Entertainment"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/WiMOB.2018.8589154"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1016\/j.medengphy.2011.09.010"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.3233\/JAD-170963"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.arr.2013.06.004"},{"key":"ref20","doi-asserted-by":"crossref","first-page":"939","DOI":"10.1212\/WNL.34.7.939","article-title":"Clinical diagnosis of Alzheimer’s disease: Report of the NINCDS-ADRDA work group under the auspices of department of health and human services task force on Alzheimer’s disease","volume":"34","author":"mckhann","year":"1984","journal-title":"Neurology"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.jalz.2011.03.003"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/0022-3956(75)90026-6"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1093\/gerona\/56.3.M146"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1186\/s12877-015-0103-3"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/s12603-013-0367-2"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1100\/tsw.2001.58"},{"key":"ref50","doi-asserted-by":"crossref","DOI":"10.3390\/s21186249","article-title":"AI-assisted in-house power monitoring for the detection of cognitive impairment in older adults","volume":"21","author":"nakaoku","year":"2021","journal-title":"SENSORS"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.3389\/fdgth.2020.567158"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.3390\/s21093258"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2022.3152538"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2021.3100979"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1186\/s12877-022-02849-3"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.3390\/s20123427"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1186\/s12984-015-0040-6"},{"key":"ref53","article-title":"Scalable diagnostic screening of mild cognitive impairment using AI dialogue agent","volume":"10","author":"tang","year":"2020","journal-title":"Sci Rep"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/BigData47090.2019.9005629"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.jalz.2008.07.004"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2015.2512273"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2017.8037386"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2015.2461659"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3390\/s18061763"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3390\/s20082218"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-017-0012-2"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1016\/j.jamda.2020.06.002"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-92037-5_22"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1093\/biostatistics\/kxl004"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1186\/s13643-017-0590-8"},{"key":"ref18","doi-asserted-by":"crossref","DOI":"10.1136\/bmj.b2535","article-title":"Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement","volume":"339","author":"moher","year":"2009","journal-title":"BMJ"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1159\/000515939"},{"key":"ref19","article-title":"The PRISMA 2020 statement: An updated guideline for reporting systematic reviews","volume":"372","author":"page","year":"2021","journal-title":"BMJ"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1136\/eb-2015-102228"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1186\/s13195-019-0480-5"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3399\/bjgp18X700241"},{"key":"ref6","first-page":"132","article-title":"Intrinsic capacitiy monitoring by digital biomarkers in integrated care for older people (ICOPE)","volume":"10","author":"piau","year":"2021","journal-title":"Journal of Frailty and Aging"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.3389\/fpubh.2020.00471"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.2196\/16854"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.3399\/bjgpopen20X101019"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.3233\/JAD-200632"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.2196\/12785"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219831"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.3414\/ME17-02-0011"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2020.102249"},{"key":"ref47","first-page":"1","article-title":"Alzheimer’s disease distinction based on gait feature analysis","author":"you","year":"0","journal-title":"Proc IEEE Int Conf e-Health Netw Appl Serv"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyt.2021.706695"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2021.3120131"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1145\/3240925.3240943"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2018.07.052"}],"container-title":["IEEE Journal of Biomedical and Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6221020\/9855434\/09805684.pdf?arnumber=9805684","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,5]],"date-time":"2022-09-05T20:12:32Z","timestamp":1662408752000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9805684\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,8]]},"references-count":83,"journal-issue":{"issue":"8"},"URL":"https:\/\/doi.org\/10.1109\/jbhi.2022.3185798","relation":{},"ISSN":["2168-2194","2168-2208"],"issn-type":[{"value":"2168-2194","type":"print"},{"value":"2168-2208","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,8]]}}}