{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T17:56:27Z","timestamp":1767117387671,"version":"3.41.2"},"reference-count":151,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T00:00:00Z","timestamp":1743120000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Digit. Health"],"abstract":"<jats:sec><jats:title>Introduction<\/jats:title><jats:p>mHealth technologies offer promising solutions to reduce the incidence of falls among older adults. Unfortunately, publications on their application to Low-Middle Income Countries (LMIC) settings have not been collectively examined.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>A triadic research design involving bibliometrics, network analysis, and model-based integrative review was conducted to process articles (<jats:italic>n<\/jats:italic>\u2009=\u200922) from 629 publications extracted from major databases using keywords related to mHealth, falls prevention, and LMIC. The web-based application Covidence and stand-alone VosViewer software were used to process data following previously published review standards.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>Published articles in the field feature multidisciplinary authorships from multiple scholars in the domains of health and technology. Network analysis revealed the most prominent stakeholders and keyword clusters related to mHealth technology features and applications in healthcare. The papers predominantly focused on the development of mHealth technology, usability, and affordances and less on the physiologic and sociologic attributes of technology use. mHealth technologies in low and middle-income countries are mostly smartphone-based, static, and include features for home care settings with fall detection accuracy of 86%\u201399.62%. Mixed reality-based mobile applications have not yet been explored.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusion<\/jats:title><jats:p>Overall, key findings and information from the articles highlight a gradually advancing research domain. Outcomes reinforce the need to expand the focus of mHealth investigations to include emerging technologies, update current technology models, create a more human-centered technology design, test mHealth technologies in the clinical setting, and encourage continued cooperation between and among researchers from various fields and environments.<\/jats:p><\/jats:sec>","DOI":"10.3389\/fdgth.2025.1559570","type":"journal-article","created":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T07:27:46Z","timestamp":1743146866000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":5,"title":["Mobile health (mHealth) technologies for fall prevention among older adults in low-middle income countries: bibliometrics, network analysis and integrative review"],"prefix":"10.3389","volume":"7","author":[{"given":"Michael Joseph","family":"Dino","sequence":"first","affiliation":[]},{"given":"Ladda","family":"Thiamwong","sequence":"additional","affiliation":[]},{"given":"Rui","family":"Xie","sequence":"additional","affiliation":[]},{"given":"Ma. Kristina","family":"Malacas","sequence":"additional","affiliation":[]},{"given":"Rommel","family":"Hernandez","sequence":"additional","affiliation":[]},{"given":"Patrick Tracy","family":"Balbin","sequence":"additional","affiliation":[]},{"given":"Joseph Carlo","family":"Vital","sequence":"additional","affiliation":[]},{"given":"Jenica Ana","family":"Rivero","sequence":"additional","affiliation":[]},{"given":"Vivien Wu","family":"Xi","sequence":"additional","affiliation":[]}],"member":"1965","published-online":{"date-parts":[[2025,3,28]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"e180","DOI":"10.1016\/S2666-7568(21)00064-7","article-title":"Care for ageing populations globally","volume":"2","year":"2021","journal-title":"Lancet Healthy Longev"},{"year":"2024","key":"B2","article-title":"World Population Prospects\u2014Population Division\u2014United Nations"},{"volume-title":"World Population Ageing 2019 Highlights","year":"2019","key":"B3"},{"key":"B4","doi-asserted-by":"publisher","first-page":"e191","DOI":"10.1016\/S2214-109X(22)00546-0","article-title":"Health and wellbeing of older people in LMICs: a call for research-informed decision making","volume":"11","author":"Goodman-Palmer","year":"2023","journal-title":"Lancet Glob Health"},{"key":"B5","doi-asserted-by":"publisher","first-page":"e1196","DOI":"10.1016\/S2214-109X(18)30386-3","article-title":"High-quality health systems in the sustainable development goals era: time for a revolution","volume":"6","author":"Kruk","year":"2018","journal-title":"Lancet Glob Health"},{"key":"B6","doi-asserted-by":"publisher","first-page":"111336","DOI":"10.1016\/j.injury.2024.111336","article-title":"Falls among community-dwelling older adults in the Philippines and Vietnam: results from nationally representative samples","volume":"55","author":"Mgabhi","year":"2024","journal-title":"Injury"},{"key":"B7","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1093\/ageing\/afi218","article-title":"Systematic review of definitions and methods of measuring falls in randomised controlled fall prevention trials","volume":"35","author":"Hauer","year":"2006","journal-title":"Age Ageing"},{"key":"B8","doi-asserted-by":"publisher","first-page":"855","DOI":"10.1080\/09638288.2020.1786173","article-title":"Fall definitions, faller classifications and outcomes used in falls research among people with multiple sclerosis: a systematic review","volume":"44","author":"O\u2019Malley","year":"2022","journal-title":"Disabil Rehabil"},{"key":"B9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s12877-018-0806-3","article-title":"Risk factors for incident falls in older men and women: the English longitudinal study of ageing","volume":"18","author":"Gale","year":"2018","journal-title":"BMC Geriatr"},{"key":"B10","doi-asserted-by":"publisher","first-page":"485","DOI":"10.1002\/jcsm.12411","article-title":"Sarcopenia and its association with falls and fractures in older adults: a systematic review and meta-analysis","volume":"10","author":"Yeung","year":"2019","journal-title":"J Cachexia Sarcopenia Muscle"},{"key":"B11","doi-asserted-by":"publisher","first-page":"2183","DOI":"10.1007\/s40520-020-01747-1","article-title":"Predictors for functional decline after an injurious fall: a population-based cohort study","volume":"33","author":"Ek","year":"2021","journal-title":"Aging Clin Exp Res"},{"key":"B12","doi-asserted-by":"publisher","first-page":"527","DOI":"10.1007\/s00198-021-06240-7","article-title":"The global approach to rehabilitation following an osteoporotic fragility fracture: a review of the rehabilitation working group of the international osteoporosis foundation (IOF) committee of scientific advisors","volume":"33","author":"Pinto","year":"2022","journal-title":"Osteoporos Int"},{"key":"B13","doi-asserted-by":"publisher","first-page":"580","DOI":"10.1177\/1559827619880529","article-title":"Understanding modifiable and unmodifiable older adult fall risk factors to create effective prevention strategies","volume":"15","author":"Bergen","year":"2021","journal-title":"Am J Lifestyle Med"},{"year":"2008","key":"B14","article-title":"WHO global report on falls prevention in older age"},{"key":"B15","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1016\/j.amjmed.2020.07.010","article-title":"Foot examination for older adults","volume":"134","author":"James","year":"2021","journal-title":"Am J Med"},{"key":"B16","doi-asserted-by":"publisher","first-page":"902599","DOI":"10.3389\/fpubh.2022.902599","article-title":"The risk of falls among the aging population: a systematic review and meta-analysis","volume":"10","author":"Xu","year":"2022","journal-title":"Front Public Health"},{"key":"B17","doi-asserted-by":"publisher","first-page":"486","DOI":"10.1186\/s12877-022-03158-5","article-title":"Is multimorbidity associated with higher risk of falls among older adults in India?","volume":"22","author":"Barik","year":"2022","journal-title":"BMC Geriatr"},{"key":"B18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2196\/24208","article-title":"Impact of app-delivered mindfulness meditation on functional connectivity, mental health, and sleep disturbances among physician assistant students: randomized, wait-list controlled pilot study","volume":"5","author":"Smith","year":"2021","journal-title":"JMIR Form Res"},{"key":"B19","doi-asserted-by":"publisher","first-page":"666","DOI":"10.1186\/s12877-024-05269-7","article-title":"Moving the needle on implementing fall prevention programs in Saudi Arabia: assessing knowledge and perceptions of fall risk among community-dwelling older women","volume":"24","author":"Almarwani","year":"2024","journal-title":"BMC Geriatr"},{"volume-title":"Falls and Fall Prevention In Older Adults","year":"2023","author":"Appeadu","key":"B20"},{"key":"B21","doi-asserted-by":"publisher","first-page":"747","DOI":"10.1177\/03080226231181019","article-title":"Prioritising patients for hospital occupational therapy to reduce inpatient falls: a retrospective case-control study to identify predictive patient falls risk factors","volume":"86","author":"Harper","year":"2023","journal-title":"Br J Occup Ther"},{"key":"B22","doi-asserted-by":"publisher","first-page":"85","DOI":"10.22514\/sv.2023.099","article-title":"Risk factors for ground-level fall injuries during active activity in older patients","volume":"7","author":"Hwang","year":"2024","journal-title":"Signa Vitae"},{"key":"B23","doi-asserted-by":"publisher","first-page":"132","DOI":"10.1186\/s13102-024-00917-2","article-title":"Effect of Otago exercise on fear of falling in older adults: a systematic review and meta-analysis","volume":"16","author":"Han","year":"2024","journal-title":"BMC Sports Sci Med Rehabil"},{"key":"B24","doi-asserted-by":"publisher","first-page":"305","DOI":"10.1080\/02703181.2024.2317730","article-title":"Comparison of effects of balance training exercise and gaze stability exercises on balance and postural control in elderly with fall risk: a randomized controlled trial","volume":"42","author":"Firoz","year":"2024","journal-title":"PhysOccup Ther Geriatr"},{"key":"B25","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3390\/healthcare11081104","article-title":"Feasibility and effectiveness of a novel intervention integrating physical therapy exercise and dance movement therapy on fall risk in community-dwelling older women: a randomized pilot study","volume":"11","author":"Pitluk Barash","year":"2023","journal-title":"Healthcare (Switzerland)"},{"key":"B26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3390\/ijerph20021246","article-title":"Effects of the implementation of an intervention based on falls education programmes on an older adult population practising pilates\u2013A pilot study","volume":"20","author":"Campos-Mesa","year":"2023","journal-title":"Int J Environ Res Public Health"},{"key":"B27","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3390\/app14199028","article-title":"Elderly fall detection in Complex environment based on improved YOLOv5s and LSTM","volume":"14","author":"Bui","year":"2024","journal-title":"Appl Sci"},{"key":"B28","doi-asserted-by":"publisher","first-page":"71599","DOI":"10.1007\/s11042-024-18305-w","article-title":"Real-time video surveillance based human fall detection system using hybrid haar cascade classifier","volume":"83","author":"Kaur","year":"2024","journal-title":"Multimed Tools Appl"},{"key":"B29","first-page":"502","article-title":"An analysis of current fall detection systems and the role of smart devices and machine learning in future systems","author":"Sykes","year":"2023"},{"key":"B30","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s12877-024-04723-w","article-title":"Identifying sensors-based parameters associated with fall risk in community-dwelling older adults: an investigation and interpretation of discriminatory parameters","volume":"24","author":"Wang","year":"2024","journal-title":"BMC Geriatr"},{"key":"B31","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3390\/healthcare12151541","article-title":"Effects of a multifactorial program with case management for falls prevention on functional outcomes in community-dwelling older people: a randomized clinical study","volume":"12","author":"Novaes","year":"2024","journal-title":"Healthcare"},{"key":"B32","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s12877-024-05189-6","article-title":"A quantitative study on the impact of a community falls pharmacist role, on medicines optimisation in older people at risk of falls","volume":"24","author":"Crawford","year":"2024","journal-title":"BMC Geriatr"},{"key":"B33","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1002\/14651858.CD013480.pub2","article-title":"Psychological and educational interventions for preventing falls in older people living in the community","volume":"2024","author":"Drahota","year":"2024","journal-title":"Cochrane Database Syst Rev"},{"key":"B34","first-page":"6264","article-title":"A new intelligent human walking cane type robot","volume":"9","author":"Ganga","year":"2014","journal-title":"Int J Appl Eng Res"},{"key":"B35","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3390\/s23052802","article-title":"State-of-the-art review on wearable obstacle detection systems developed for assistive technologies and footwear","volume":"23","author":"Joseph","year":"2023","journal-title":"Sensors"},{"key":"B36","doi-asserted-by":"publisher","first-page":"108","DOI":"10.1177\/15598276221100431","article-title":"Older adult and healthcare provider beliefs about fall prevention strategies","volume":"18","author":"Henry","year":"2024","journal-title":"Am J Lifestyle Med"},{"key":"B37","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1097\/01.NPR.0000000000000138","article-title":"The primary care NP\u2019s guide to prevention and management of falls in older adults","volume":"49","author":"Mark","year":"2024","journal-title":"Nurse Pract"},{"key":"B38","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1080\/20421338.2020.1765479","article-title":"A systematic review of the factors that hinder the scale up of mobile health technologies in antenatal care programmes in Sub-Saharan Africa","volume":"13","author":"Manyati","year":"2021","journal-title":"Afr J Sci Technol Innov Dev"},{"key":"B39","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1186\/s12916-017-0782-z","article-title":"A realist review of mobile phone-based health interventions for non-communicable disease management in Sub-Saharan Africa","volume":"15","author":"Opoku","year":"2017","journal-title":"BMC Med"},{"key":"B40","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1371\/journal.pone.0264436","article-title":"The integration of mHealth technologies in telemedicine during the COVID-19 era: a cross-sectional study","volume":"17","author":"Taha","year":"2022","journal-title":"PLoS One"},{"key":"B41","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2196\/49407","article-title":"Mhealth self-monitoring model for medicine adherence of patients with diabetes in resource-limited countries: structural equation modeling approach","volume":"7","author":"Kgasi","year":"2023","journal-title":"JMIR Form Res"},{"key":"B42","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2196\/51478","article-title":"Effectiveness of mHealth app\u2013based interventions for increasing physical activity and improving physical fitness in children and adolescents: systematic review and meta-analysis","volume":"12","author":"Wang","year":"","journal-title":"JMIR Mhealth Uhealth"},{"key":"B43","doi-asserted-by":"publisher","first-page":"1346","DOI":"10.1080\/09593985.2020.1712753","article-title":"Older adults\u2019 experiences with mHealth for fall prevention exercise: usability and promotion of behavior change strategies","volume":"37","author":"Arkkukangas","year":"2021","journal-title":"Physiother Theory Pract"},{"key":"B44","first-page":"239","article-title":"Assessment of mHealth solutions applied to fall detection for the elderly","volume-title":"Studies in Health Technology and Informatics","author":"De Oliveira","year":"2021"},{"key":"B45","doi-asserted-by":"publisher","first-page":"289","DOI":"10.25259\/IJMR_62_23","article-title":"Project vayoraksha: implementation of novel mHealth technology for healthcare delivery during COVID-19 in geriatric population of Kerala","volume":"159","author":"Mathew","year":"2024","journal-title":"Indian J Med Res"},{"key":"B46","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.archger.2024.105654","article-title":"The effects of mHealth in geriatric rehabilitation on health status: a systematic review","volume":"129","author":"Oostrik","year":"2025","journal-title":"Arch Gerontol Geriatr"},{"key":"B47","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/B978-0-12-817485-2.00001-8","article-title":"Chapter 1\u2014reducing the global burden of diabetes using mobile health","volume-title":"Diabetes Digital Health","author":"Deepa","year":"2020"},{"key":"B48","doi-asserted-by":"publisher","first-page":"e06639","DOI":"10.1016\/j.heliyon.2021.e06639","article-title":"Mobile health applications for disease screening and treatment support in low-and middle-income countries: a narrative review","volume":"7","author":"Osei","year":"2021","journal-title":"Heliyon"},{"key":"B49","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1186\/s13012-024-01400-9","article-title":"Enhancing the implementation and integration of mHealth interventions in resource-limited settings: a scoping review","volume":"19","author":"Tumuhimbise","year":"2024","journal-title":"Implement Sci"},{"key":"B50","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ijmedinf.2024.105371","article-title":"A semi-automatic mHealth system using wearable devices for identifying pain-related parameters in elderly individuals","volume":"184","author":"Gungormus","year":"2024","journal-title":"Int J Med Inf"},{"key":"B51","doi-asserted-by":"publisher","first-page":"igad007","DOI":"10.1093\/geroni\/igad007","article-title":"Older adults\u2019 user engagement with Mobile health: a systematic review of qualitative and mixed-methods studies","volume":"7","author":"van Acker","year":"2023","journal-title":"Innov Aging"},{"key":"B52","doi-asserted-by":"publisher","first-page":"68","DOI":"10.3390\/geriatrics6030068","article-title":"The impact of a telehealth intervention on activity profiles in older adults during the COVID-19 pandemic: a pilot study","volume":"6","author":"Johnson","year":"2021","journal-title":"Geriatrics"},{"key":"B53","doi-asserted-by":"publisher","first-page":"3","DOI":"10.24203\/ajas.v7i3.5869","article-title":"Benefits of an 8-form tai chi training exercise on balance performance, falling risk, and muscle strengths in elderly with limited strength: a feasibility study","volume":"7","author":"Jiraphan","year":"2019","journal-title":"Asian J Appl Sci"},{"key":"B54","doi-asserted-by":"publisher","first-page":"101613","DOI":"10.1016\/j.arr.2022.101613","article-title":"Types of exercise and training duration on depressive symptoms among older adults in long-term care facilities","volume":"77","author":"Chen","year":"2022","journal-title":"Ageing Res Rev"},{"key":"B55","doi-asserted-by":"publisher","first-page":"945","DOI":"10.2147\/CIA.S254764","article-title":"Prevalence of falls, physical performance, and dual-task cost while walking in older adults at high risk of falling with and without cognitive impairment","volume":"15","author":"Li","year":"2020","journal-title":"Clin Interv Aging"},{"key":"B56","doi-asserted-by":"publisher","first-page":"2864","DOI":"10.3390\/s17122864","article-title":"Home camera-based fall detection system for the elderly","volume":"17","author":"De Miguel","year":"2017","journal-title":"Sensors"},{"key":"B57","doi-asserted-by":"publisher","first-page":"205520762211396","DOI":"10.1177\/20552076221139694","article-title":"Activehip+: a feasible mHealth system for the recovery of older adults after hip surgery during the COVID-19 pandemic","volume":"8","author":"Prieto-Moreno","year":"2022","journal-title":"Digit Health"},{"key":"B58","doi-asserted-by":"publisher","first-page":"287","DOI":"10.1002\/nur.22218","article-title":"An m-health telerehabilitation and health education program on physical performance in patients with hip fracture and their family caregivers: study protocol for the ActiveHip+ randomized controlled trial","volume":"45","author":"Mora-Traverso","year":"2022","journal-title":"Res Nurs Health"},{"key":"B59","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1002\/nur.22097","article-title":"The efficacy of mobile health interventions used to manage acute or chronic pain: a systematic review","volume":"44","author":"Martin","year":"2021","journal-title":"Res Nurs Health"},{"key":"B60","doi-asserted-by":"publisher","first-page":"319","DOI":"10.1016\/j.jbi.2015.12.013","article-title":"Fall prevention intervention technologies: a conceptual framework and survey of the state of the art","volume":"59","author":"Hamm","year":"2016","journal-title":"J Biomed Inform"},{"key":"B61","doi-asserted-by":"publisher","first-page":"e27972","DOI":"10.2196\/27972","article-title":"The effect of mixed reality technologies for falls prevention among older adults: systematic review and meta-analysis","volume":"4","author":"Nishchyk","year":"2021","journal-title":"JMIR Aging"},{"key":"B62","doi-asserted-by":"publisher","first-page":"92","DOI":"10.1097\/PHM.0000000000001554","article-title":"Technology utilization in fall prevention","volume":"100","author":"Oh-Park","year":"2021","journal-title":"Am J Phys Med Rehabil"},{"key":"B63","doi-asserted-by":"publisher","first-page":"e3526","DOI":"10.1590\/2526-8910.ctoar270335262","article-title":"Occupational therapist\u2019s actions in preventing falls of the elderly person at home: an integrative review of literature (2017\u20132022)","volume":"31","author":"Schuartz","year":"2023","journal-title":"Cad Bras Ter Ocup"},{"key":"B64","doi-asserted-by":"publisher","first-page":"e15","DOI":"10.2196\/humanfactors.7161","article-title":"Fall prevention self-assessments via mobile 3D visualization technologies: community dwelling older adults\u2019 perceptions of opportunities and challenges","volume":"4","author":"Hamm","year":"2017","journal-title":"JMIR Hum Factors"},{"key":"B65","doi-asserted-by":"publisher","first-page":"788","DOI":"10.1177\/1460458217723170","article-title":"Mobile three-dimensional visualisation technologies for clinician-led fall prevention assessments","volume":"25","author":"Hamm","year":"2019","journal-title":"Health Inform J"},{"key":"B66","doi-asserted-by":"publisher","first-page":"1116","DOI":"10.1002\/nop2.1379","article-title":"Effect of a fall prevention strategy for the older patients: a quasi-experimental study","volume":"10","author":"Guo","year":"2023","journal-title":"Nurs Open"},{"key":"B67","doi-asserted-by":"publisher","first-page":"1020","DOI":"10.1186\/s12913-021-07056-1","article-title":"Qualitative research to inform economic modelling: a case study in older people\u2019s views on implementing the NICE falls prevention guideline","volume":"21","author":"Kwon","year":"2021","journal-title":"BMC Health Serv Res"},{"key":"B68","doi-asserted-by":"publisher","first-page":"3116","DOI":"10.1111\/jgs.17983","article-title":"Engagement of older adults in STRIDE \u2019s multifactorial fall injury prevention intervention","volume":"70","author":"McMahon","year":"2022","journal-title":"J Am Geriatr Soc"},{"key":"B69","doi-asserted-by":"publisher","first-page":"103102","DOI":"10.1016\/j.jbi.2019.103102","article-title":"Computer mediated reality technologies: a conceptual framework and survey of the state of the art in healthcare intervention systems","volume":"90","author":"Ibrahim","year":"2019","journal-title":"J Biomed Inform"},{"article-title":"AACODS Checklist","year":"2010","author":"Tyndall","key":"B70"},{"key":"B71","doi-asserted-by":"publisher","first-page":"529","DOI":"10.1016\/j.ijnurstu.2009.01.009","article-title":"A scoring system for appraising mixed methods research, and concomitantly appraising qualitative, quantitative and mixed methods primary studies in mixed studies reviews","volume":"46","author":"Pluye","year":"2009","journal-title":"Int J Nurs Stud"},{"key":"B72","doi-asserted-by":"publisher","first-page":"913","DOI":"10.1016\/j.tibs.2023.08.011","article-title":"Using graphs and charts in scientific figures","volume":"48","author":"Buda","year":"2023","journal-title":"Trends Biochem Sci"},{"key":"B73","doi-asserted-by":"publisher","first-page":"454","DOI":"10.1097\/PHM.0000000000001848","article-title":"Incidence and associated risk factors for falls in older adults after elective total knee replacement surgery: a prospective cohort study","volume":"101","author":"Hill","year":"2022","journal-title":"Am J Phys Med Rehabil"},{"key":"B74","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1097\/YPG.0000000000000325","article-title":"Mapping, clustering, and analysis of research in psychiatric genomics","volume":"32","author":"Yadav","year":"2022","journal-title":"Psychiatr Genet"},{"key":"B75","doi-asserted-by":"publisher","first-page":"2061","DOI":"10.1002\/nop2.726","article-title":"Nursing students\u2019 willingness to work in geriatric care: an integrative review","volume":"8","author":"Dai","year":"2021","journal-title":"Nurs Open"},{"key":"B76","doi-asserted-by":"publisher","first-page":"100072","DOI":"10.1016\/j.ijnsa.2022.100072","article-title":"Nursing and human-computer interaction in healthcare robots for older people: an integrative review","volume":"4","author":"Dino","year":"2022","journal-title":"Int J Nurs Stud Adv"},{"key":"B77","doi-asserted-by":"publisher","first-page":"98","DOI":"10.1080\/01621424.2022.2164541","article-title":"Challenges of interprofessional geriatric practice in home care settings: an integrative review","volume":"42","author":"Song","year":"2023","journal-title":"Home Health Care Serv Q"},{"key":"B78","doi-asserted-by":"publisher","first-page":"546","DOI":"10.1111\/j.1365-2648.2005.03621.x","article-title":"The integrative review: updated methodology","volume":"52","author":"Whittemore","year":"2005","journal-title":"J Adv Nurs"},{"key":"B79","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1007\/s11192-009-0146-3","article-title":"Software survey: VOSviewer, a computer program for bibliometric mapping","volume":"84","author":"Van Eck","year":"2010","journal-title":"Scientometrics"},{"key":"B80","first-page":"26","article-title":"Wristband for elderly individuals: esp-32 and arduino nano enabled solution for health monitoring and tracking","author":"Aakesh","year":"2023"},{"key":"B81","first-page":"1","article-title":"Android application for dementia patient","author":"Acharya","year":"2016"},{"key":"B82","doi-asserted-by":"publisher","first-page":"453","DOI":"10.1007\/s11042-022-13310-3","article-title":"Safeguards and weightless of electronic chain of command consolidated for virtual patient evaluation","volume":"82","author":"Ahmed","year":"2023","journal-title":"Multimed Tools Appl"},{"key":"B83","doi-asserted-by":"crossref","first-page":"865","DOI":"10.1007\/978-981-10-9023-3_156","article-title":"Wireless assistance system during episodes of freezing of gait by means superficial electrical stimulation","volume-title":"World Congress on Medical Physics and Biomedical Engineering 2018","author":"Barzallo","year":"2019"},{"key":"B84","first-page":"1","article-title":"Healthcare monitoring system with fall detection mechanism","author":"Bibiana Magdelene","year":"2023"},{"key":"B85","doi-asserted-by":"publisher","first-page":"123","DOI":"10.7326\/M14-1651","article-title":"Sedentary time and its association with risk for disease incidence, mortality, and hospitalization in adults: a systematic review and meta-analysis","volume":"162","author":"Biswas","year":"2015","journal-title":"Ann Intern Med"},{"key":"B86","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1007\/978-981-99-7649-2_8","article-title":"Fall detection using intelligent walking-aids and machine learning methods","volume-title":"Intelligent Systems and Data Science","author":"Doan","year":"2024"},{"key":"B87","doi-asserted-by":"publisher","first-page":"1800","DOI":"10.1109\/TCSS.2022.3233300","article-title":"FEEL: FEderated LEarning framework for ELderly healthcare using edge-IoMT","volume":"10","author":"Ghosh","year":"2023","journal-title":"IEEE Transactions on Computational Social Systems"},{"key":"B88","first-page":"1","article-title":"System design to detect fall in elderly","author":"Guner","year":"2017"},{"key":"B89","doi-asserted-by":"crossref","first-page":"531","DOI":"10.1016\/B978-0-323-88534-8.00033-X","article-title":"Assessment of fall risks in older females and males using an automated smartphone mobility suite","volume-title":"Principles of Gender-Specific Medicine","author":"Jovanov","year":"2023"},{"key":"B90","first-page":"161","article-title":"Mobile IoT cloud-based health monitoring dashboard application for the elderly","author":"Kadir","year":"2022"},{"key":"B91","doi-asserted-by":"publisher","first-page":"5","DOI":"10.3233\/AIS-210162","article-title":"Ambient assisted living framework for elderly care using internet of medical things, smart sensors, and GRU deep learning techniques","volume":"14","author":"Liyakathunisa, Alsaeedi","year":"2022","journal-title":"J Ambient Intell Smart Environ"},{"key":"B92","first-page":"1173","article-title":"Smartphone based continuous monitoring system for home-bound elders and patients","author":"Megalingam","year":"2014"},{"key":"B93","first-page":"138","article-title":"Fall prediction of elder person using CCTV footage and Media framework","author":"Nazeer","year":"2023"},{"key":"B94","first-page":"356","article-title":"Dementia care: an android application for assisting dementia patients","author":"Pandhi","year":"2022"},{"key":"B95","doi-asserted-by":"publisher","first-page":"222","DOI":"10.1111\/ggi.14122","article-title":"Usability of a self-administered geriatric assessment mHealth: cross-sectional study in a geriatric clinic","volume":"21","author":"Rasheedy","year":"2021","journal-title":"Geriatr Gerontol Int"},{"key":"B96","first-page":"118","article-title":"An AI-based approach for accurate fall detection and prediction using wearable sensors","author":"Sarwar","year":"2024"},{"key":"B97","first-page":"311","article-title":"Development of wearable fall detection alert for elderly","author":"Syafiqah Mohd Sharif","year":"2023"},{"key":"B98","first-page":"1","article-title":"An outdoor intelligent health care patient monitoring system","author":"Veyilazhagan","year":"2018"},{"key":"B99","doi-asserted-by":"publisher","first-page":"646","DOI":"10.3906\/elk-1901-31","article-title":"Towards human activity recognition for ubiquitous health care using data from awaist-mounted smartphone","volume":"28","author":"Zia","year":"2020","journal-title":"Turk J Electr Eng Comput Sci"},{"key":"B100","doi-asserted-by":"publisher","first-page":"121366","DOI":"10.1016\/j.techfore.2021.121366","article-title":"Patterns of collaboration in mHealth: a network analysis","volume":"175","author":"Capponi","year":"2022","journal-title":"Technol Forecast Soc Change"},{"key":"B101","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1007\/s10488-014-0556-2","article-title":"Strategies for mHealth research: lessons from 3 mobile intervention studies","volume":"42","author":"Ben-Zeev","year":"2015","journal-title":"Adm Policy Ment Health Ment Health Serv Res"},{"key":"B102","doi-asserted-by":"publisher","first-page":"551","DOI":"10.1080\/13662716.2017.1419124","article-title":"Understanding social innovation in services industries","volume":"25","author":"Gallouj","year":"2018","journal-title":"Ind Innov"},{"key":"B103","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3389\/fpubh.2019.00407","article-title":"Toward integration of mHealth in primary care in The Netherlands: a qualitative analysis of stakeholder perspectives","volume":"7","author":"Bally","year":"2020","journal-title":"Front Public Health"},{"key":"B104","doi-asserted-by":"publisher","first-page":"100325","DOI":"10.1016\/j.xjep.2020.100325","article-title":"Challenges in mobile health app research: strategies for interprofessional researchers","volume":"19","author":"Birkhoff","year":"2020","journal-title":"J Interprof Educ Pract"},{"key":"B105","doi-asserted-by":"publisher","first-page":"afac205","DOI":"10.1093\/ageing\/afac205","article-title":"World guidelines for falls prevention and management for older adults: a global initiative","volume":"51","author":"Montero-Odasso","year":"2022","journal-title":"Age Ageing"},{"key":"B106","doi-asserted-by":"publisher","first-page":"104259","DOI":"10.1016\/j.ijmedinf.2020.104259","article-title":"Mhealth for integrated people-centred health services in the western Pacific: a systematic review","volume":"142","author":"Godinho","year":"2020","journal-title":"Int J Med Inf"},{"key":"B107","doi-asserted-by":"publisher","first-page":"67","DOI":"10.4103\/2224-3151.264848","article-title":"Harnessing the potential of digital health in the WHO South-East Asia region: sustaining what works, accelerating scale-up and innovating frontier technologies","volume":"8","author":"Singh","year":"2019","journal-title":"WHO South East Asia J Public Health"},{"key":"B108","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3390\/su15032559","article-title":"E-Health research in Southeast Asia: a bibliometric review","volume":"15","author":"Lwin","year":"2023","journal-title":"Sustainability"},{"key":"B109","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1016\/B978-0-12-804591-6.00004-5","article-title":"Chapter 3\u2014information and communication technologies and global health challenges","volume-title":"Global Health Informatics","author":"Gutierrez","year":"2017"},{"key":"B110","doi-asserted-by":"publisher","first-page":"118","DOI":"10.1080\/10447318.2021.1926115","article-title":"Mobile technologies and healthy ageing: a bibliometric analysis on publication trends and knowledge structure of mHealth research for older adults","volume":"38","author":"Tajudeen","year":"2021","journal-title":"Int J Hum Comput Interact"},{"key":"B111","doi-asserted-by":"publisher","first-page":"525","DOI":"10.1146\/annurev-publhealth-052620-093850","article-title":"Mobile health (mHealth) in low- and middle-income countries","volume":"43","author":"McCool","year":"2022","journal-title":"Annu Rev Public Health"},{"key":"B112","doi-asserted-by":"publisher","first-page":"102598","DOI":"10.1016\/j.technovation.2022.102598","article-title":"Exploring benefits and ethical challenges in the rise of mHealth (mobile healthcare) technology for the common good: an analysis of mobile applications for health specialists","volume":"121","author":"Galetsi","year":"2023","journal-title":"Technovation"},{"key":"B113","doi-asserted-by":"publisher","first-page":"100541","DOI":"10.1016\/j.puhip.2024.100541","article-title":"Experience of health care utilization for inpatient and outpatient services among older adults in India","volume":"8","author":"Ambade","year":"2024","journal-title":"Public Health Pract"},{"key":"B114","doi-asserted-by":"publisher","first-page":"195","DOI":"10.4103\/0970-258X.316253","article-title":"Burden of falls among elderly persons in India: a systematic review and meta-analysis","volume":"33","author":"Kaur","year":"2020","journal-title":"Natl Med J India"},{"key":"B115","doi-asserted-by":"publisher","first-page":"9829","DOI":"10.1038\/s41598-023-37097-x","article-title":"Associations between intrinsic capacity, functional difficulty, and fall outcomes among older adults in India","volume":"13","author":"Muneera","year":"2023","journal-title":"Sci Rep"},{"key":"B116","doi-asserted-by":"publisher","first-page":"1000","DOI":"10.1186\/s12909-024-05913-1","article-title":"Understanding disciplinary perspectives: a framework to develop skills for interdisciplinary research collaborations of medical experts and engineers","volume":"24","author":"van Baalen","year":"2024","journal-title":"BMC Med Educ"},{"key":"B117","first-page":"1031","article-title":"Diversity in health informatics: mentoring and leadership","author":"Moen","year":"2021"},{"key":"B118","doi-asserted-by":"publisher","first-page":"102511","DOI":"10.1016\/j.technovation.2022.102511","article-title":"Interdisciplinary research unlocking innovative solutions in healthcare","volume":"120","author":"Lepore","year":"2023","journal-title":"Technovation"},{"key":"B119","doi-asserted-by":"publisher","first-page":"3","DOI":"10.47895\/amp.v53i3.148","article-title":"Envisioning the health research system in the Philippines by 2040: a perspective inspired by AmBisyon Natin 2040","volume":"53","author":"Lopez","year":"2019","journal-title":"Acta Med Philipp"},{"key":"B120","doi-asserted-by":"publisher","first-page":"298","DOI":"10.1111\/1467-8500.12433","article-title":"The effects of national cultures on two technologically advanced countries: the case of e-leadership in South Korea and the United States","volume":"79","author":"Liu","year":"2020","journal-title":"Aust J Public Admin"},{"key":"B121","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1016\/j.jpolmod.2006.12.005","article-title":"R&D efficiency and economic performance: a cross-country analysis using the stochastic frontier approach","volume":"29","author":"Wang","year":"2007","journal-title":"J Policy Model"},{"key":"B122","doi-asserted-by":"publisher","first-page":"51","DOI":"10.3390\/geriatrics8030051","article-title":"Colombian stakeholder perceptions and recommendations regarding fall detection systems for older adults","volume":"8","author":"Avella-Rodr\u00edguez","year":"2023","journal-title":"Geriatrics"},{"key":"B123","doi-asserted-by":"publisher","first-page":"e15429","DOI":"10.2196\/15429","article-title":"Innovative assisted living tools, remote monitoring technologies, artificial intelligence-driven solutions, and robotic systems for aging societies: systematic review","volume":"2","author":"Sapci","year":"2019","journal-title":"JMIR Aging"},{"key":"B124","doi-asserted-by":"publisher","first-page":"759","DOI":"10.1111\/hsc.12601","article-title":"Understanding the profile of personal alert Victoria clients who fall","volume":"26","author":"Soh","year":"2018","journal-title":"Health Soc Care Community"},{"key":"B125","doi-asserted-by":"publisher","first-page":"51","DOI":"10.21037\/mhealth.2017.08.06","article-title":"Effectiveness of the mHealth technology in improvement of healthy behaviors in an elderly population\u2014a systematic review","volume":"3","author":"Changizi","year":"2017","journal-title":"mHealth"},{"key":"B126","doi-asserted-by":"publisher","first-page":"e11569","DOI":"10.2196\/11569","article-title":"A fall risk mHealth app for older adults: development and usability study","volume":"1","author":"Hsieh","year":"2018","journal-title":"JMIR Aging"},{"key":"B127","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1186\/s12877-019-1329-2","article-title":"Fall-related emergency department visits and hospitalizations among community-dwelling older adults: examination of health problems and injury characteristics","volume":"19","author":"Choi","year":"2019","journal-title":"BMC Geriatr"},{"key":"B128","doi-asserted-by":"publisher","first-page":"27","DOI":"10.21522\/TIJAR.2014.10.02.Art003","article-title":"Patient safety: a systematic review of the literature with evidence based measures to improve patient safety in healthcare settings","volume":"10","author":"Lungu","year":"2023","journal-title":"Texila Int J Acad Res"},{"key":"B129","doi-asserted-by":"publisher","first-page":"376","DOI":"10.1097\/CIN.0000000000000442","article-title":"Facilitators of and barriers to mHealth adoption in older adults with heart failure","volume":"36","author":"Cajita","year":"2018","journal-title":"CIN Comput Inform Nurs"},{"key":"B130","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1007\/978-3-319-20913-5_1","article-title":"The role of health Status in older Adults\u2019 perceptions of the usefulness of eHealth technology","volume-title":"Human Aspects of IT for the Aged Population. Design for Everyday Life","author":"Best","year":"2015"},{"key":"B131","doi-asserted-by":"publisher","first-page":"374","DOI":"10.1097\/NCQ.0000000000000715","article-title":"Fall prevention care management: implementation and outcomes of a project to reduce fall risks of older adults in assisted living facilities","volume":"38","author":"Yoder","year":"2023","journal-title":"J Nurs Care Qual"},{"key":"B132","doi-asserted-by":"publisher","first-page":"e69","DOI":"10.2196\/mhealth.7141","article-title":"Smart devices for older adults managing chronic disease: a scoping review","volume":"5","author":"Kim","year":"2017","journal-title":"JMIR Mhealth Uhealth"},{"key":"B133","doi-asserted-by":"publisher","first-page":"e147","DOI":"10.2196\/mhealth.9988","article-title":"Self-Management of chronic diseases among older Korean adults: an mHealth training, protocol, and feasibility study","volume":"6","author":"Kim","year":"2018","journal-title":"JMIR Mhealth Uhealth"},{"key":"B134","doi-asserted-by":"publisher","first-page":"105","DOI":"10.14236\/jhi.v21i3.56","article-title":"Does smart home technology prevent falls in community-dwellingolder adults: a literature review","volume":"21","author":"Pietrzak","year":"2014","journal-title":"J Innov Health Inform"},{"key":"B135","doi-asserted-by":"publisher","first-page":"631","DOI":"10.3390\/s20030631","article-title":"A multi-sensor cane can detect changes in gait caused by simulated gait abnormalities and walking terrains","volume":"20","author":"Gill","year":"2020","journal-title":"Sensors"},{"key":"B136","doi-asserted-by":"publisher","first-page":"e10044","DOI":"10.2196\/10044","article-title":"Perception of older adults toward smartwatch technology for assessing pain and related patient-reported outcomes: pilot study","volume":"7","author":"Manini","year":"2019","journal-title":"JMIR Mhealth Uhealth"},{"key":"B137","doi-asserted-by":"publisher","first-page":"e0161579","DOI":"10.1371\/journal.pone.0161579","article-title":"Effectiveness of non-pharmacological interventions to prevent falls in older people: a systematic overview. The SENATOR project ONTOP series","volume":"11","author":"Rimland","year":"2016","journal-title":"PLoS One"},{"key":"B138","doi-asserted-by":"publisher","first-page":"1350","DOI":"10.3390\/s18051350","article-title":"Improving fall detection using an on-wrist wearable accelerometer","volume":"18","author":"Khojasteh","year":"2018","journal-title":"Sensors"},{"key":"B139","doi-asserted-by":"publisher","first-page":"2060","DOI":"10.3390\/s18072060","article-title":"Methods for the real-world evaluation of fall detection technology: a scoping review","volume":"18","author":"Broadley","year":"2018","journal-title":"Sensors"},{"key":"B140","doi-asserted-by":"publisher","first-page":"164106","DOI":"10.1109\/ACCESS.2021.3132656","article-title":"Machine learning based fall detector with a sensorized tip","volume":"9","author":"Brull Mesanza","year":"2021","journal-title":"IEEE Access"},{"key":"B141","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1519\/JPT.0000000000000181","article-title":"Detection of near falls using wearable devices: a systematic review","volume":"42","author":"Pang","year":"2019","journal-title":"J Geriatr Phys Ther"},{"key":"B142","doi-asserted-by":"publisher","first-page":"276","DOI":"10.1016\/j.gerinurse.2016.11.005","article-title":"US and Dutch nurse experiences with fall prevention technology within nursing home environment and workflow: a qualitative study","volume":"38","author":"Vandenberg","year":"2017","journal-title":"Geriatr Nurs (Minneap)"},{"key":"B143","doi-asserted-by":"publisher","first-page":"586","DOI":"10.1136\/bjsports-2015-095452","article-title":"Step training improves reaction time, gait and balance and reduces falls in older people: a systematic review and meta-analysis","volume":"51","author":"Okubo","year":"2017","journal-title":"Br J Sports Med"},{"key":"B144","doi-asserted-by":"publisher","first-page":"23119","DOI":"10.1109\/ACCESS.2023.3252886","article-title":"Fall risk prediction using wireless sensor insoles with machine learning","volume":"11","author":"Agrawal","year":"2023","journal-title":"IEEE Access"},{"key":"B145","doi-asserted-by":"publisher","first-page":"166678","DOI":"10.1109\/ACCESS.2020.3022971","article-title":"Sensor location analysis and minimal deployment for fall detection system","volume":"8","author":"Ponce","year":"2020","journal-title":"IEEE Access"},{"key":"B146","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1177\/1541931213601496","article-title":"Managing heart failure on the go: usability issues with mHealth apps for older adults","volume":"61","author":"Morey","year":"2017","journal-title":"Proc Hum Fact Ergon Soc Annu Meet"},{"key":"B147","doi-asserted-by":"publisher","first-page":"1181","DOI":"10.3390\/nu16081181","article-title":"Feasibility, acceptability, and potential efficacy of a mobile health application for community-dwelling older adults with frailty and pre-frailty: a pilot study","volume":"16","author":"Ohta","year":"2024","journal-title":"Nutrients"},{"key":"B148","doi-asserted-by":"publisher","first-page":"1216942","DOI":"10.3389\/fragi.2023.1216942","article-title":"Associations between patterns of physical activity, pain intensity, and interference among older adults with chronic pain: a secondary analysis of two randomized controlled trials","volume":"4","author":"Fanning","year":"2023","journal-title":"Front Aging"},{"key":"B149","doi-asserted-by":"publisher","first-page":"264","DOI":"10.17011\/ht\/urn.201811224834","article-title":"Barriers and facilitators of older people\u2019s mHealth usage: a qualitative review of older people\u2019s views","volume":"14","author":"Spann","year":"2018","journal-title":"Hum Technol"},{"key":"B150","doi-asserted-by":"publisher","first-page":"6895","DOI":"10.1016\/j.jksuci.2021.07.016","article-title":"Secure and lightweight privacy preserving internet of things integration for remote patient monitoring","volume":"34","author":"Ahmed","year":"2022","journal-title":"J. King Saud Univ. Comput. Inf. Sci"},{"key":"B151","doi-asserted-by":"publisher","first-page":"362","DOI":"10.1080\/17483107.2020.1785562","article-title":"Development of a mobile application to screen and manage fall risks in older people","volume":"17","author":"Taheri-Kharameh","year":"2022","journal-title":"Disabil Rehabil Assist Technol"}],"container-title":["Frontiers in Digital Health"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fdgth.2025.1559570\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T07:27:55Z","timestamp":1743146875000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fdgth.2025.1559570\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,3,28]]},"references-count":151,"alternative-id":["10.3389\/fdgth.2025.1559570"],"URL":"https:\/\/doi.org\/10.3389\/fdgth.2025.1559570","relation":{},"ISSN":["2673-253X"],"issn-type":[{"type":"electronic","value":"2673-253X"}],"subject":[],"published":{"date-parts":[[2025,3,28]]},"article-number":"1559570"}}