{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,10]],"date-time":"2026-02-10T01:56:49Z","timestamp":1770688609539,"version":"3.49.0"},"reference-count":13,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2026,2,9]],"date-time":"2026-02-09T00:00:00Z","timestamp":1770595200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Algorithms"],"abstract":"<jats:p>The rising incidence of myocardial infarction (MI) in individuals under 50 years of age underscores an urgent need for innovative rehabilitation strategies that extend beyond hospital care, empowering young patients to reclaim active lives through sustained physical activity and remote monitoring. Wearable health technologies hold transformative potential here, as studies demonstrate their ability to boost exercise capacity daily steps while reducing rehospitalizations in post-MI recovery. This study thus assesses the clinical value of wearable devices in remotely tracking motor activity among young adults during early MI rehabilitation. Using the SiDLY Care Pro wristband, continuous non-invasive measurements of heart rate, oxygen saturation, and physical activity were collected from 62 of 80 post-MI patients (&lt;50 years) over seven days, alongside validated questionnaires (IPAQ, SF-36, DASS-21). Time-series clustering and principal component analysis characterized heart rate dynamics and activity patterns. Most participants showed sedentary behavior (2000\u20134000 steps\/day), though self-reported health and psychological well-being were satisfactory. The device provided reliable, clinically meaningful data, particularly when linked to clinician feedback. Participants expressed an interest in using such technologies, especially if supported through reimbursement and professional guidance. Despite limitations\u2014short monitoring timelines, small heterogeneous samples, and accuracy constraints\u2014the findings suggest that wearable systems can enhance remote monitoring, patient engagement, and early intervention in post-MI care. Broader studies and supportive policies are recommended. Overall, integrating wearable technologies with professional oversight and patient participation may substantially improve recovery and outcomes for young MI survivors.<\/jats:p>","DOI":"10.3390\/a19020137","type":"journal-article","created":{"date-parts":[[2026,2,9]],"date-time":"2026-02-09T08:15:54Z","timestamp":1770624954000},"page":"137","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Usefulness of Wearable Devices for Monitoring Motor Activity in Patients with Early Myocardial Infarction"],"prefix":"10.3390","volume":"19","author":[{"given":"Fabiola","family":"Boccuto","sequence":"first","affiliation":[{"name":"Department of Surgical and Medical Sciences, University of Catanzaro, 88100 Catanzaro, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8150-0039","authenticated-orcid":false,"given":"Ugo","family":"Lomoio","sequence":"additional","affiliation":[{"name":"Department of Surgical and Medical Sciences, University of Catanzaro, 88100 Catanzaro, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5388-942X","authenticated-orcid":false,"given":"Salvatore","family":"De Rosa","sequence":"additional","affiliation":[{"name":"Department of Surgical and Medical Sciences, University of Catanzaro, 88100 Catanzaro, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4915-5084","authenticated-orcid":false,"given":"Daniele","family":"Torella","sequence":"additional","affiliation":[{"name":"Department of Experimental and Clinical Medicine, University of Catanzaro, 88100 Catanzaro, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pierangelo","family":"Veltri","sequence":"additional","affiliation":[{"name":"Departiment of Informatics Modelling and Systems, University of Calabria, 87036 Rende, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5542-2997","authenticated-orcid":false,"given":"Pietro","family":"Hiram Guzzi","sequence":"additional","affiliation":[{"name":"Department of Surgical and Medical Sciences, University of Catanzaro, 88100 Catanzaro, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2026,2,9]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"110707","DOI":"10.1016\/j.isci.2024.110707","article-title":"Flexible electronics for cardiovascular monitoring on complex physiological skins","volume":"27","author":"Zhang","year":"2024","journal-title":"iScience"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"20210029","DOI":"10.1002\/EXP.20210029","article-title":"Emerging polymeric electrospun fibers: From structural diversity to application in flexible bioelectronics and tissue engineering","volume":"Volume 2","author":"Wan","year":"2022","journal-title":"Exploration"},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Boccuto, F., De Rosa, S., Torella, D., Veltri, P., and Guzzi, P.H. (2023). Will artificial intelligence provide answers to current gaps and needs in chronic heart failure?. Appl. 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Cardiol."},{"key":"ref_10","first-page":"27536351251343538","article-title":"Integration of wearables into a cardiac rehabilitation program and Its Impact on physical activity and exercise capacity in older patients with cardiovascular disease","volume":"14","author":"Yagi","year":"2025","journal-title":"Adv. Rehabil. Sci. Pract."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"9321","DOI":"10.2147\/IJGM.S334327","article-title":"Acute myocardial infarction in young men under 50 years of age: Clinical characteristics, Treatment, and long-term prognosis","volume":"14","author":"Gao","year":"2021","journal-title":"Int. J. Gen. Med."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"3526","DOI":"10.7150\/ijms.60869","article-title":"Risk factor comparison in young patients presenting with acute coronary syndrome with atherosclerotic coronary artery disease vs. angiographically normal coronaries","volume":"18","author":"Jamil","year":"2021","journal-title":"Int. J. 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