{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,23]],"date-time":"2026-10-23T13:29:53Z","timestamp":1792762193752,"version":"4.5.0"},"reference-count":126,"publisher":"National Institute for Health and Care Research","license":[{"start":{"date-parts":[[2024,10,1]],"date-time":"2024-10-01T00:00:00Z","timestamp":1727740800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100002001","name":"Health and Social Care Delivery Research (HSDR) Programme","doi-asserted-by":"publisher","award":["16\/116\/43"],"award-info":[{"award-number":["16\/116\/43"]}],"id":[{"id":"10.13039\/501100002001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["journalslibrary.nihr.ac.uk"],"crossmark-restriction":false},"short-container-title":["Health Soc Care Deliv Res"],"abstract":"<jats:sec id=\"abs1-1\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>As populations age, frailty and the associated demand for health care increase. Evidence needed to inform planning and commissioning of services for older people living with frailty is scarce. Accurate information on incidence and prevalence of different levels of frailty and the consequences for health outcomes, service use and costs at population level is needed.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"abs1-2\">\n                    <jats:title>Objectives<\/jats:title>\n                    <jats:p>To explore the incidence, prevalence, progression and impact of frailty within an ageing general practice population and model the dynamics of frailty-related healthcare demand, outcomes and costs, to inform the development of guidelines and tools to facilitate commissioning and service development.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"abs1-3\">\n                    <jats:title>Study design and methods<\/jats:title>\n                    <jats:p>A retrospective observational study with statistical modelling to inform simulation (system dynamics) modelling using routine data from primary and secondary health care in England and Wales. Modelling was informed by stakeholder engagement events conducted in Hampshire, England. Data sources included the Royal College of General Practitioners Research and Surveillance Centre databank, and the Secure Anonymised Information Linkage Databank. Population prevalence, incidence and progression of frailty within an ageing cohort were estimated using the electronic Frailty Index tool, and associated service use and costs were calculated. Association of frailty with outcomes, service use and costs was explored with multistate and generalised linear models. Results informed development of a prototype system dynamics simulation model, exploring population impact of frailty and future scenarios over a 10-year time frame. Simulation model population projections were externally validated against retrospective data from Secure Anonymised Information Linkage.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"abs1-4\">\n                    <jats:title>Study population<\/jats:title>\n                    <jats:p>The Royal College of General Practitioners Research and Surveillance Centre sample comprised an open cohort of the primary care population aged 50\u2005+ between 2006 and 2017 (approx. 2.1 million people). Data were linked to Hospital Episode Statistics data and Office for National Statistics death data. A comparable validation data set from Secure Anonymised Information Linkage was generated.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"abs1-5\">\n                    <jats:title>Baseline measures<\/jats:title>\n                    <jats:p>Electronic Frailty Index score calculated annually and stratified into Fit, Mild, Moderate and Severe frailty categories. Other variables included age, sex, Index of Multiple Deprivation score, ethnicity and Urban\/rural.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"abs1-6\">\n                    <jats:title>Outcomes<\/jats:title>\n                    <jats:p>Frailty transitions, mortality, hospitalisations, emergency department attendances, general practitioner visits and costs.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"abs1-7\">\n                    <jats:title>Findings<\/jats:title>\n                    <jats:p>Frailty is already present in people aged 50\u201364. Frailty incidence was 47 cases per 1000 person-years. Frailty prevalence increased from 26.5% (2006) to 38.9% (2017). Older age, higher deprivation, female sex, Asian ethnicity and urban location independently predict frailty onset and progression; 4.8% of \u2018fit\u2019 people aged 50\u201364 years experienced a transition to a higher frailty state in a year, compared to 21.4% aged 75\u201384. Individual healthcare use rises with frailty severity, but Mild and Moderate frailty groups have higher overall costs due to larger population numbers. Simulation projections indicate frailty will increase by 7.1%, from 41.5% to 48.7% between 2017 and 2027, and associated costs will rise by \u00a35.8 billion (in England) over an 11-year period.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"abs1-8\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Simulation modelling indicates that frailty prevalence and associated service use and costs will continue to rise in the future. Scenario analysis indicates reduction of incidence and slowing of progression, particularly before the age of 65, has potential to substantially reduce future service use and costs, but reducing unplanned admissions in frail older people has a more modest impact. Study outputs will be collated into a commissioning toolkit, comprising guidance on drivers of frailty-related demand and simulation model outputs.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"abs1-9\">\n                    <jats:title>Study registration<\/jats:title>\n                    <jats:p>This study is registered as NCT04139278 www.clinicaltrials.gov.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"abs1-10\">\n                    <jats:title>Funding<\/jats:title>\n                    <jats:p>\n                      This award was funded by the National Institute for Health and Care Research (NIHR) Health and Social Care Delivery Research programme (NIHR award ref: 16\/116\/43) and is published in full in\n                      <jats:italic>Health and Social Care Delivery Research<\/jats:italic>\n                      ; Vol. 12, No. 44. See the NIHR Funding and Awards website for further award information.\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.3310\/lkjf3976","type":"journal-article","created":{"date-parts":[[2024,3,7]],"date-time":"2024-03-07T11:25:32Z","timestamp":1709810732000},"page":"1-140","update-policy":"https:\/\/doi.org\/10.3310\/crossmarkpolicy","source":"Crossref","is-referenced-by-count":7,"title":["Impact of frailty in older people on health care demand: simulation modelling of population dynamics to inform service planning"],"prefix":"10.3310","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1008-0545","authenticated-orcid":true,"given":"Bronagh","family":"Walsh","sequence":"first","affiliation":[{"name":"School of Health Sciences, University of Southampton, Southampton, 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