{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,4]],"date-time":"2026-09-04T10:14:30Z","timestamp":1788516870249,"version":"build-2803163510"},"reference-count":48,"publisher":"Elsevier BV","issue":"9","license":[{"start":{"date-parts":[[2026,9,1]],"date-time":"2026-09-01T00:00:00Z","timestamp":1788220800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,9,1]],"date-time":"2026-09-01T00:00:00Z","timestamp":1788220800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"}],"content-domain":{"domain":["clinicalkey.com","clinicalkey.com.au","clinicalkey.es","clinicalkey.fr","clinicalkey.jp","jamda.com","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Journal of the American Medical Directors Association"],"published-print":{"date-parts":[[2026,9]]},"DOI":"10.1016\/j.jamda.2026.106381","type":"journal-article","created":{"date-parts":[[2026,7,21]],"date-time":"2026-07-21T06:56:34Z","timestamp":1784616994000},"page":"106381","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"title":["Machine Learning-Based Prediction of Planned Home Care Follow-Up Intervals in Older Adults: Evidence From the YASAM Observational Cohort"],"prefix":"10.1016","volume":"27","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7235-7979","authenticated-orcid":false,"given":"Bilal","family":"Katipo\u011flu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Furkan","family":"Karaman","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.jamda.2026.106381_bib1","doi-asserted-by":"crossref","first-page":"658","DOI":"10.1016\/S0140-6736(14)61461-6","article-title":"Towards a comprehensive public health response to population ageing","volume":"385","author":"Beard","year":"2015","journal-title":"Lancet"},{"key":"10.1016\/j.jamda.2026.106381_bib2","doi-asserted-by":"crossref","first-page":"afac185","DOI":"10.1093\/ageing\/afac185","article-title":"Frailty: understanding the difference between age and ageing","volume":"51","author":"Gordon","year":"2022","journal-title":"Age Ageing"},{"key":"10.1016\/j.jamda.2026.106381_bib3","doi-asserted-by":"crossref","first-page":"746","DOI":"10.1377\/hlthaff.2011.0041","article-title":"The care span: the importance of transitional care in achieving health reform","volume":"30","author":"Naylor","year":"2011","journal-title":"Health Aff (Millwood)"},{"key":"10.1016\/j.jamda.2026.106381_bib4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/hsc.12571","article-title":"The (cost-)effectiveness of preventive, integrated care for community-dwelling frail older people: a systematic review","volume":"27","author":"Looman","year":"2019","journal-title":"Health Soc Care Community"},{"key":"10.1016\/j.jamda.2026.106381_bib5","doi-asserted-by":"crossref","first-page":"467","DOI":"10.1093\/geront\/gnw249","article-title":"Improving social support for older adults through technology: findings from the PRISM randomized controlled trial","volume":"58","author":"Czaja","year":"2018","journal-title":"Gerontologist"},{"key":"10.1016\/j.jamda.2026.106381_bib6","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1016\/j.ijmedinf.2014.01.004","article-title":"Factors influencing acceptance of technology for aging in place: a systematic review","volume":"83","author":"Peek","year":"2014","journal-title":"Int J Med Inform"},{"key":"10.1016\/j.jamda.2026.106381_bib7","doi-asserted-by":"crossref","first-page":"357","DOI":"10.1093\/geront\/gnr098","article-title":"The meaning of \u201caging in place\u201d to older people","volume":"52","author":"Wiles","year":"2012","journal-title":"Gerontologist"},{"key":"10.1016\/j.jamda.2026.106381_bib8","doi-asserted-by":"crossref","first-page":"e549","DOI":"10.1111\/hsc.12793","article-title":"Comprehensive geriatric assessments in integrated care programs for older people living at home: a scoping review","volume":"27","author":"Stoop","year":"2019","journal-title":"Health Social Care Community"},{"key":"10.1016\/j.jamda.2026.106381_bib9","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1016\/S0277-9536(03)00161-8","article-title":"What is important to continuity in home care?: perspectives of key stakeholders","volume":"58","author":"Woodward","year":"2004","journal-title":"Soc Sci Med"},{"key":"10.1016\/j.jamda.2026.106381_bib10","doi-asserted-by":"crossref","DOI":"10.1016\/j.ijmedinf.2023.105197","article-title":"Are chronic condition management visits translatable to telehealth? analysis of in-person consultations in primary care","volume":"178","author":"Ward","year":"2023","journal-title":"Int J Med Inform"},{"key":"10.1016\/j.jamda.2026.106381_bib11","doi-asserted-by":"crossref","first-page":"213","DOI":"10.1007\/s12369-013-0218-7","article-title":"Identifying the potential for robotics to assist older adults in different living environments","volume":"6","author":"Mitzner","year":"2014","journal-title":"Int J Social Robotics"},{"key":"10.1016\/j.jamda.2026.106381_bib12","doi-asserted-by":"crossref","DOI":"10.2196\/46014","article-title":"Application of artificial intelligence in geriatric care: bibliometric analysis","volume":"25","author":"Wang","year":"2023","journal-title":"J Med Internet Res"},{"key":"10.1016\/j.jamda.2026.106381_bib13","doi-asserted-by":"crossref","first-page":"358","DOI":"10.1186\/s12877-020-01764-9","article-title":"Are we ready for artificial intelligence health monitoring in elder care?","volume":"20","author":"Ho","year":"2020","journal-title":"BMC Geriatr"},{"key":"10.1016\/j.jamda.2026.106381_bib14","series-title":"Using Technology to Improve Care of Older Adults","first-page":"247","article-title":"Artificial Intelligence and its Potential to Improve the Health of Older Adults","author":"Hougham","year":"2017"},{"key":"10.1016\/j.jamda.2026.106381_bib15","doi-asserted-by":"crossref","DOI":"10.1093\/database\/baaa010","article-title":"Artificial intelligence with multi-functional machine learning platform development for better healthcare and precision medicine","volume":"2020","author":"Ahmed","year":"2020","journal-title":"Database (Oxford)"},{"key":"10.1016\/j.jamda.2026.106381_bib16","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0220002","article-title":"Home care aides' observations and machine learning algorithms for the prediction of visits to emergency departments by older community-dwelling individuals receiving home care assistance: a proof of concept study","volume":"14","author":"Veyron","year":"2019","journal-title":"PLoS One"},{"key":"10.1016\/j.jamda.2026.106381_bib17","doi-asserted-by":"crossref","DOI":"10.2196\/40387","article-title":"Real-world implementation of an eHealth system based on artificial intelligence designed to predict and reduce emergency department visits by older adults: pragmatic trial","volume":"24","author":"Belmin","year":"2022","journal-title":"J Med Internet Res"},{"key":"10.1016\/j.jamda.2026.106381_bib18","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1097\/NNR.0000000000000586","article-title":"Detecting language associated with home healthcare patient's risk for hospitalization and emergency department visit","volume":"71","author":"Song","year":"2022","journal-title":"Nurs Res"},{"key":"10.1016\/j.jamda.2026.106381_bib19","doi-asserted-by":"crossref","first-page":"112","DOI":"10.1016\/j.jemermed.2024.12.009","article-title":"A community-based integrated healthy aging program at a tertiary hospital (YASAM) for the oldest old participants may have the potential to reduce emergency admission: preliminary evidence from a pre\u2013post-intervention study","volume":"72","author":"Katipoglu","year":"2025","journal-title":"J Emerg Med"},{"key":"10.1016\/j.jamda.2026.106381_bib20","doi-asserted-by":"crossref","DOI":"10.1136\/bmjopen-2020-048008","article-title":"Protocol for development of a reporting guideline (TRIPOD-AI) and risk of bias tool (PROBAST-AI) for diagnostic and prognostic prediction model studies based on artificial intelligence","volume":"11","author":"Collins","year":"2021","journal-title":"BMJ Open"},{"key":"10.1016\/j.jamda.2026.106381_bib21","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","article-title":"Random forests","volume":"45","author":"Breiman","year":"2001","journal-title":"Machine Learn"},{"key":"10.1016\/j.jamda.2026.106381_bib22","series-title":"Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD \u201916)","first-page":"785","article-title":"XGBoost: A Scalable Tree Boosting System","author":"Chen","year":"2016"},{"key":"10.1016\/j.jamda.2026.106381_bib23","series-title":"Deep Learning","author":"Goodfellow","year":"2016"},{"key":"10.1016\/j.jamda.2026.106381_bib24","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1159\/000521288","article-title":"Charlson comorbidity index: a critical review of clinimetric properties","volume":"91","author":"Charlson","year":"2022","journal-title":"Psychother Psychosom"},{"key":"10.1016\/j.jamda.2026.106381_bib25","doi-asserted-by":"crossref","first-page":"1021","DOI":"10.1002\/1099-1166(200011)15:11<1021::AID-GPS234>3.0.CO;2-6","article-title":"The mini-cog: a cognitive \u2018vital signs\u2019 measure for dementia screening in multi-lingual elderly","volume":"15","author":"Borson","year":"2000","journal-title":"Int J Geriatr Psychiatry"},{"key":"10.1016\/j.jamda.2026.106381_bib26","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1016\/0022-3956(75)90026-6","article-title":"\u201cMini-mental state\u201d. A practical method for grading the cognitive state of patients for the clinician","volume":"12","author":"Folstein","year":"1975","journal-title":"J Psychiatr Res"},{"key":"10.1016\/j.jamda.2026.106381_bib27","doi-asserted-by":"crossref","first-page":"1284","DOI":"10.1097\/01.MLR.0000093487.78664.3C","article-title":"The patient health questionnaire-2: validity of a two-item depression screener","volume":"41","author":"Kroenke","year":"2003","journal-title":"Med Care"},{"key":"10.1016\/j.jamda.2026.106381_bib28","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/0022-3956(82)90033-4","article-title":"Development and validation of a geriatric depression screening scale: a preliminary report","volume":"17","author":"Yesavage","year":"1982","journal-title":"J Psychiatr Res"},{"key":"10.1016\/j.jamda.2026.106381_bib29","doi-asserted-by":"crossref","first-page":"M366","DOI":"10.1093\/gerona\/56.6.M366","article-title":"Screening for undernutrition in geriatric practice: developing the short-form mini-nutritional assessment (MNA-SF)","volume":"56","author":"Rubenstein","year":"2001","journal-title":"J Gerontol A Biol Sci Med Sci"},{"key":"10.1016\/j.jamda.2026.106381_bib30","doi-asserted-by":"crossref","first-page":"M85","DOI":"10.1093\/geronj\/49.2.M85","article-title":"A short physical performance battery assessing lower extremity function: association with","volume":"49","author":"Guralnik","year":"1994","journal-title":"J Gerontol"},{"key":"10.1016\/j.jamda.2026.106381_bib31","doi-asserted-by":"crossref","first-page":"142","DOI":"10.1111\/j.1532-5415.1991.tb01616.x","article-title":"The timed \u201cUp & Go\u201d: a test of basic functional mobility for frail elderly persons","volume":"39","author":"Podsiadlo","year":"1991","journal-title":"J Am Geriatr Soc"},{"key":"10.1016\/j.jamda.2026.106381_bib32","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1001\/jama.2011.1966","article-title":"Prognostic indices for older adults: a systematic review","volume":"307","author":"Yourman","year":"2012","journal-title":"JAMA"},{"key":"10.1016\/j.jamda.2026.106381_bib33","doi-asserted-by":"crossref","first-page":"443","DOI":"10.3390\/healthcare10030443","article-title":"Developing an AI-Enabled integrated care platform for frailty","volume":"10","author":"Kouroubali","year":"2022","journal-title":"Healthcare (Basel)"},{"key":"10.1016\/j.jamda.2026.106381_bib34","doi-asserted-by":"crossref","DOI":"10.1016\/j.aei.2023.101874","article-title":"Artificial intelligence-enabled digital transformation in elderly healthcare field: scoping review","volume":"55","author":"Lee","year":"2023","journal-title":"Adv Eng Inform"},{"key":"10.1016\/j.jamda.2026.106381_bib35","doi-asserted-by":"crossref","first-page":"1003","DOI":"10.1186\/s12877-025-06738-3","article-title":"Machine learning algorithms to predict frailty in older adults in China: a cross-sectional study","volume":"25","author":"Song","year":"2025","journal-title":"BMC Geriatr"},{"key":"10.1016\/j.jamda.2026.106381_bib36","article-title":"Prediction of frailty in community older adults based on machine learning: a systematic review and meta-analysis","volume":"13","author":"Ou","year":"2025","journal-title":"Front Public Health"},{"key":"10.1016\/j.jamda.2026.106381_bib37","doi-asserted-by":"crossref","first-page":"5064","DOI":"10.1111\/jan.16192","article-title":"Development and validation of machine learning models to predict frailty risk for elderly","volume":"80","author":"Zhang","year":"2024","journal-title":"J Adv Nurs"},{"key":"10.1016\/j.jamda.2026.106381_bib38","doi-asserted-by":"crossref","DOI":"10.1016\/j.jbi.2022.104039","article-title":"Clinical notes: an untapped opportunity for improving risk prediction for hospitalization and emergency department visit during home health care","volume":"128","author":"Song","year":"2022","journal-title":"J Biomed Inform"},{"key":"10.1016\/j.jamda.2026.106381_bib39","series-title":"Integrated Care For Older People (Icope): Guidance For Person-Centred Assessment And Pathways In Primary Care","year":"2025"},{"key":"10.1016\/j.jamda.2026.106381_bib40","doi-asserted-by":"crossref","first-page":"1055","DOI":"10.1007\/s41999-025-01189-w","article-title":"Impact of geriatric syndrome burden on healthcare services utilization and mortality among community-dwelling older adults: is it still too late to do something?","volume":"16","author":"Katipoglu","year":"2025","journal-title":"Eur Geriatr Med"},{"key":"10.1016\/j.jamda.2026.106381_bib41","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0231166","article-title":"Opening the black box of artificial intelligence for clinical decision support: a study predicting stroke outcome","volume":"15","author":"Zihni","year":"2020","journal-title":"PLoS One"},{"key":"10.1016\/j.jamda.2026.106381_bib42","doi-asserted-by":"crossref","first-page":"3651","DOI":"10.1111\/jgs.18569","article-title":"Artificial intelligence in geriatric medicine: potential and pitfalls","volume":"71","author":"Stefanacci","year":"2023","journal-title":"J Am Geriatr Soc"},{"key":"10.1016\/j.jamda.2026.106381_bib43","doi-asserted-by":"crossref","first-page":"100","DOI":"10.4103\/ijpvm.ijpvm_480_21","article-title":"Artificial intelligence in home-based geriatric care: the newer approach","volume":"14","author":"Annadurai","year":"2023","journal-title":"Int J Prev Med"},{"key":"10.1016\/j.jamda.2026.106381_bib44","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1186\/s12911-021-01488-9","article-title":"The role of artificial intelligence in healthcare: a structured literature review","volume":"21","author":"Secinaro","year":"2021","journal-title":"BMC Med Inform Decis Mak"},{"key":"10.1016\/j.jamda.2026.106381_bib45","doi-asserted-by":"crossref","first-page":"310","DOI":"10.1186\/s12911-020-01332-6","article-title":"Explainability for artificial intelligence in healthcare: a multidisciplinary perspective","volume":"20","author":"Amann","year":"2020","journal-title":"BMC Med Inform Decis Mak"},{"key":"10.1016\/j.jamda.2026.106381_bib46","article-title":"Artificial intelligence-based public healthcare systems: G2G knowledge-based exchange to enhance the decision-making process","volume":"39","author":"Nasseef","year":"2022","journal-title":"Government Inf Q"},{"key":"10.1016\/j.jamda.2026.106381_bib47","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1007\/s13347-019-00391-6","article-title":"Artificial intelligence and patient-centered decision-making","volume":"34","author":"Bjerring","year":"2021","journal-title":"Philos Technol"},{"key":"10.1016\/j.jamda.2026.106381_bib48","doi-asserted-by":"crossref","DOI":"10.2196\/13659","article-title":"Artificial intelligence and the implementation challenge","volume":"21","author":"Shaw","year":"2019","journal-title":"J Med Internet Res"}],"container-title":["Journal of the American Medical Directors Association"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1525861026002719?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1525861026002719?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,9,4]],"date-time":"2026-09-04T09:34:52Z","timestamp":1788514492000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1525861026002719"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,9]]},"references-count":48,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2026,9]]}},"alternative-id":["S1525861026002719"],"URL":"https:\/\/doi.org\/10.1016\/j.jamda.2026.106381","relation":{},"ISSN":["1525-8610"],"issn-type":[{"value":"1525-8610","type":"print"}],"subject":[],"published":{"date-parts":[[2026,9]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Machine Learning-Based Prediction of Planned Home Care Follow-Up Intervals in Older Adults: Evidence From the YASAM Observational Cohort","name":"articletitle","label":"Article Title"},{"value":"Journal of the American Medical Directors Association","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.jamda.2026.106381","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Post-Acute and Long-Term Care Medical Association.","name":"copyright","label":"Copyright"}],"article-number":"106381"}}