{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,20]],"date-time":"2026-06-20T16:53:31Z","timestamp":1781974411035,"version":"3.54.5"},"publisher-location":"Cham","reference-count":32,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030964658","type":"print"},{"value":"9783030964665","type":"electronic"}],"license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022]]},"DOI":"10.1007\/978-3-030-96466-5_9","type":"book-chapter","created":{"date-parts":[[2022,2,23]],"date-time":"2022-02-23T12:23:25Z","timestamp":1645619005000},"page":"129-145","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["cStick: A\u00a0Calm Stick for\u00a0Fall Prediction, Detection and\u00a0Control in\u00a0the\u00a0IoMT Framework"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7089-9029","authenticated-orcid":false,"given":"Laavanya","family":"Rachakonda","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2959-6541","authenticated-orcid":false,"given":"Saraju P.","family":"Mohanty","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1616-7628","authenticated-orcid":false,"given":"Elias","family":"Kougianos","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2022,2,24]]},"reference":[{"issue":"1","key":"9_CR1","doi-asserted-by":"crossref","first-page":"29","DOI":"10.4103\/jfcm.JFCM_48_17","volume":"25","author":"SA Alshammari","year":"2018","unstructured":"Alshammari, S.A., et al.: Falls among elderly and its relation with their health problems and surrounding environmental factors in Riyadh. J. Family Community Med. 25(1), 29\u201334 (2018)","journal-title":"J. Family Community Med."},{"key":"9_CR2","unstructured":"Apple: Apple Watch. https:\/\/support.apple.com\/en-us\/HT208944"},{"issue":"6","key":"9_CR3","doi-asserted-by":"publisher","first-page":"815","DOI":"10.2522\/ptj.20140415","volume":"95","author":"KG Avin","year":"2015","unstructured":"Avin, K.G., et al.: Management of falls in community-dwelling older adults: clinical guidance statement from the academy of geriatric physical therapy of the american physical therapy association. Phys. Therapy 95(6), 815\u2013834 (2015)","journal-title":"Phys. Therapy"},{"issue":"37","key":"9_CR4","doi-asserted-by":"publisher","first-page":"993","DOI":"10.15585\/mmwr.mm6537a2","volume":"65","author":"G Bergen","year":"2016","unstructured":"Bergen, G., Stevens, M.R., Burns, E.R.: Falls and fall injuries among adults aged 65 years - United States, 2014. MMWR Morb. Mortal Wkly. Rep. 65(37), 993\u2013998 (2016)","journal-title":"MMWR Morb. Mortal Wkly. Rep."},{"key":"9_CR5","unstructured":"Boss, G.R., Seegmiller, J.E.: Age-related physiological changes and their clinical significance. W. J. Med. (1981)"},{"issue":"1","key":"9_CR6","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1152\/japplphysiol.90401.2008","volume":"105","author":"DD Christou","year":"2008","unstructured":"Christou, D.D., Seals, D.R.: Decreased maximal heart rate with aging is related to reduced beta-adrenergic responsiveness but is largely explained by a reduction in intrinsic heart rate. J. Appl. Physiol. 105(1), 24\u201329 (2008). https:\/\/doi.org\/10.1152\/japplphysiol.90401.2008","journal-title":"J. Appl. Physiol."},{"key":"9_CR7","doi-asserted-by":"publisher","first-page":"805","DOI":"10.2147\/IJGM.S32651","volume":"5","author":"Y Dionyssiotis","year":"2012","unstructured":"Dionyssiotis, Y.: Analyzing the problem of falls among older people. Int. J. Gen. Med. 5, 805\u2013813 (2012)","journal-title":"Int. J. Gen. Med."},{"issue":"1","key":"9_CR8","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1097\/01.NURSE.0000408481.20951.e8","volume":"42","author":"MMS Edelman","year":"2012","unstructured":"Edelman, M.M.S., Ficorelli, C.T.: Keeping older adults safe at home. Nursing 42(1), 65\u201366 (2012)","journal-title":"Nursing"},{"key":"9_CR9","doi-asserted-by":"publisher","unstructured":"Engel, W., Ding, W.: Reliable and practical fall prediction using artificial neural network. In: 13th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD). pp. 1867\u20131871 (2017). https:\/\/doi.org\/10.1109\/FSKD.2017.8393052","DOI":"10.1109\/FSKD.2017.8393052"},{"issue":"1","key":"9_CR10","doi-asserted-by":"publisher","first-page":"61","DOI":"10.2337\/diacare.25.1.61","volume":"25","author":"EW Gregg","year":"2002","unstructured":"Gregg, E.W., et al.: Diabetes and incidence of functional disability in older women. Diabetes Care 25(1), 61\u20137 (2002)","journal-title":"Diabetes Care"},{"issue":"22","key":"9_CR11","doi-asserted-by":"publisher","first-page":"6411","DOI":"10.3390\/s20226441","volume":"20","author":"S Hamdan","year":"2020","unstructured":"Hamdan, S., Ayyash, M., Almajali, S.: Edge-Computing architectures for internet of things applications: a survey. Sensors (Basel) 20(22), 6411\u20136463 (2020)","journal-title":"Sensors (Basel)"},{"key":"9_CR12","doi-asserted-by":"publisher","unstructured":"Han, H., Ma, X., Oyama, K.: Towards detecting and predicting fall events in elderly care using bidirectional electromyographic sensor network. In: IEEE\/ACIS 15th International Conference on Computer and Information Science (ICIS), pp. 1\u20136 (2016). https:\/\/doi.org\/10.1109\/ICIS.2016.7550897","DOI":"10.1109\/ICIS.2016.7550897"},{"issue":"21","key":"9_CR13","doi-asserted-by":"publisher","first-page":"2131","DOI":"10.1001\/jama.2019.4185","volume":"321","author":"KA Hartholt","year":"2019","unstructured":"Hartholt, K.A., Lee, R., Burns, E.R., van Beeck, E.F.: Mortality from falls among US adults aged 75 years or older, 2000\u20132016. JAMA 321(21), 2131\u20132133 (2019)","journal-title":"JAMA"},{"issue":"5","key":"9_CR14","doi-asserted-by":"publisher","first-page":"526","DOI":"10.1093\/ageing\/afn110","volume":"37","author":"A Hjalmarsen","year":"2008","unstructured":"Hjalmarsen, A., Hykkerud, D.L.: Severe nocturnal hypoxaemia in geriatric inpatients. Age Ageing 37(5), 526\u2013529 (2008)","journal-title":"Age Ageing"},{"key":"9_CR15","unstructured":"Home, V.: Vayyar Walabot (2020), https:\/\/vayyar.com\/"},{"key":"9_CR16","unstructured":"Hope, H.: Hip-Hope$$^{{\\rm TM}}$$ smart wearable hip protector using cutting-edge technology and design (2020), https:\/\/www.hip-hope.com\/"},{"issue":"225","key":"9_CR17","first-page":"1","volume":"20","author":"M Immonen","year":"2020","unstructured":"Immonen, M., et al.: Association between Chronic Diseases and falls among a Sample of Older People in Finland. BMC Geriatr. 20(225), 1\u201312 (2020)","journal-title":"BMC Geriatr."},{"key":"9_CR18","doi-asserted-by":"crossref","unstructured":"Lin, F.R., Ferrucci., L.: Hearing loss and falls among older adults in the United States. Arch. Int. Med. 172(4), 369\u2013371 (2012)","DOI":"10.1001\/archinternmed.2011.728"},{"issue":"3","key":"9_CR19","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1109\/MCE.2016.2556879","volume":"5","author":"SP Mohanty","year":"2016","unstructured":"Mohanty, S.P., Choppali, U., Kougianos, E.: Everything you wanted to know about smart cities: the internet of things is the backbone. IEEE Consum. Electr. Mag. 5(3), 60\u201370 (2016). https:\/\/doi.org\/10.1109\/MCE.2016.2556879","journal-title":"IEEE Consum. Electr. Mag."},{"issue":"122877","key":"9_CR20","first-page":"1","volume":"274","author":"S Ni\u017eeti\u0107","year":"2020","unstructured":"Ni\u017eeti\u0107, S., \u0160oli\u0107, P., L\u00f3pez Artaza, D., Patrono, L.: Internet of Things (IoT): opportunities, issues and challenges towards a smart and sustainable future. J. Clean. Prod. 274(122877), 1\u201333 (2020)","journal-title":"J. Clean. Prod."},{"issue":"3","key":"9_CR21","doi-asserted-by":"publisher","first-page":"342","DOI":"10.1093\/oxfordjournals.aje.a116681","volume":"137","author":"JL O\u2019Loughlin","year":"1993","unstructured":"O\u2019Loughlin, J.L., Robitaille, Y., Boivin, J.F., Suissa, S.: Incidence of and risk factors for falls and injurious falls among the community-dwelling elderly. Am. J. Epidemiol. 137(3), 342\u2013354 (1993)","journal-title":"Am. J. Epidemiol."},{"key":"9_CR22","unstructured":"Owlytics: Owlytics Healthcare. (2020). https:\/\/www.owlytics.com\/"},{"issue":"4","key":"9_CR23","doi-asserted-by":"publisher","first-page":"293","DOI":"10.1016\/j.bjpt.2020.04.005","volume":"24","author":"H Paulo","year":"2020","unstructured":"Paulo, H., Pelicionia, S.R.L.: COVID-19 will severely impact older people\u2019s lives, and in many more ways than you think! Braz J. Phys. Ther. 24(4), 293\u2013294 (2020)","journal-title":"Braz J. Phys. Ther."},{"issue":"1","key":"9_CR24","doi-asserted-by":"publisher","first-page":"268","DOI":"10.1093\/geroni\/igx004.983","volume":"1","author":"J Pohl","year":"2017","unstructured":"Pohl, J., Cochrane, B.B., Schepp, K.G., Woods, N.F.: Falls and the social isolation of older adults in the national health and aging trends study. Innov. Aging 1(1), 268\u2013269 (2017)","journal-title":"Innov. Aging"},{"key":"9_CR25","doi-asserted-by":"publisher","unstructured":"Pongthanisorn, G., Viriyavit, W., Prakayapan, T., Deepaisam, S., Somlertlamvanich, V.: ECS: elderly care system for fall and bedsore prevention using non-constraint sensor. In: International Electronics Symposium (IES), pp. 340\u2013344 (2020). https:\/\/doi.org\/10.1109\/IES50839.2020.9231781","DOI":"10.1109\/IES50839.2020.9231781"},{"key":"9_CR26","doi-asserted-by":"crossref","unstructured":"Rachakonda, L., Sharma, A., Mohanty, S.P., Kougianos, E.: Good-eye: a combined computer-vision and physiological-sensor based device for full-proof prediction and detection of fall of adults. 574, 273\u2013288 (2019)","DOI":"10.1007\/978-3-030-43605-6_16"},{"issue":"1","key":"9_CR27","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1109\/TCE.2020.3043683","volume":"67","author":"L Rachakonda","year":"2021","unstructured":"Rachakonda, L., Bapatla, A.K., Mohanty, S.P., Kougianos, E.: SaYoPillow: blockchain-integrated privacy-assured IoMT framework for stress management considering sleeping habits. IEEE Trans. Consum. Electr. 67(1), 20\u201329 (2021). https:\/\/doi.org\/10.1109\/TCE.2020.3043683","journal-title":"IEEE Trans. Consum. Electr."},{"key":"9_CR28","doi-asserted-by":"publisher","first-page":"410","DOI":"10.1177\/1460458216677841","volume":"24","author":"J Razmara","year":"2018","unstructured":"Razmara, J., Zaboli, M.H., Hassankhani, H.: Elderly fall risk prediction based on a physiological profile approach using artificial neural networks. Health Inform. J. 24, 410\u2013418 (2018)","journal-title":"Health Inform. J."},{"issue":"3","key":"9_CR29","doi-asserted-by":"publisher","first-page":"231","DOI":"10.31887\/DCNS.2002.4.3\/tsteimer","volume":"4","author":"T Steimer","year":"2002","unstructured":"Steimer, T.: The biology of fear- and anxiety-related behaviors. Dialog. Clin. Neurosci. 4(3), 231\u2013249 (2002)","journal-title":"Dialog. Clin. Neurosci."},{"issue":"1","key":"9_CR30","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.amepre.2012.03.008","volume":"43","author":"JA Stevens","year":"2012","unstructured":"Stevens, J.A., et al.: Gender differences in seeking care for falls in the aged medicare population. Am. J. Prev. Med. 43(1), 59\u201362 (2012)","journal-title":"Am. J. Prev. Med."},{"issue":"9","key":"9_CR31","doi-asserted-by":"publisher","first-page":"1","DOI":"10.15585\/mmwr.ss6609a1","volume":"66","author":"CA Taylor","year":"2017","unstructured":"Taylor, C.A., Bell, J.M., Breiding, M.J., Xu, L.: Traumatic brain injury-related emergency department visits, hospitalizations, and deaths - United States, 2007 and 2013. MMWR Surveill. Summ. 66(9), 1\u201316 (2017)","journal-title":"MMWR Surveill. Summ."},{"key":"9_CR32","doi-asserted-by":"publisher","unstructured":"\u00d6zdemir, A.T., Barshan, B.: Detecting falls with wearable sensors using machine learning techniques. Sensors 14(6), 10691\u201310708 (2014). https:\/\/doi.org\/10.3390\/s140610691, https:\/\/www.mdpi.com\/1424-8220\/14\/6\/10691","DOI":"10.3390\/s140610691"}],"container-title":["IFIP Advances in Information and Communication Technology","Internet of Things. Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-96466-5_9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T01:02:33Z","timestamp":1771808553000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-96466-5_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9783030964658","9783030964665"],"references-count":32,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-96466-5_9","relation":{},"ISSN":["1868-4238","1868-422X"],"issn-type":[{"value":"1868-4238","type":"print"},{"value":"1868-422X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"24 February 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IFIPIoT","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"IFIP International Internet of Things Conference","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 November 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"5 November 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ifipiot2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/ifip-iotconference.org\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Easychair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"33","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"15","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"45% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"One summary of two panel sessions is also included. Conference was held virutally due to Covid-19.","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}