{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T19:04:26Z","timestamp":1777575866618,"version":"3.51.4"},"reference-count":55,"publisher":"MDPI AG","issue":"19","license":[{"start":{"date-parts":[[2019,9,26]],"date-time":"2019-09-26T00:00:00Z","timestamp":1569456000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100008530","name":"European Regional Development Fund","doi-asserted-by":"publisher","award":["DPI2017-86088-C3-1-R"],"award-info":[{"award-number":["DPI2017-86088-C3-1-R"]}],"id":[{"id":"10.13039\/501100008530","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010434","name":"\u201cla Caixa\u201d Foundation","doi-asserted-by":"publisher","award":["LCF\/PR\/PR16\/11110004"],"award-info":[{"award-number":["LCF\/PR\/PR16\/11110004"]}],"id":[{"id":"10.13039\/100010434","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Brain health refers to the preservation of brain integrity and function optimized for an individual\u2019s biological age. Several studies have demonstrated that our lifestyles habits impact our brain health and our cognitive and mental wellbeing. Monitoring such lifestyles is thus critical and mobile technologies are essential to enable such a goal. Three databases were selected to carry out the search. Then, a PRISMA and PICOTS based criteria for a more detailed review on the basis of monitoring lifestyle aspects were used to filter the publications. We identified 133 publications after removing duplicates. Fifteen were finally selected from our criteria. Many studies still use questionnaires as the only tool for monitoring and do not apply advanced analytic or AI approaches to fine-tune results. We anticipate a transformative boom in the near future developing and implementing solutions that are able to integrate, in a flexible and adaptable way, data from technologies and devices that users might already use. This will enable continuous monitoring of objective data to guide the personalized definition of lifestyle goals and data-driven coaching to offer the necessary support to ensure adherence and satisfaction.<\/jats:p>","DOI":"10.3390\/s19194183","type":"journal-article","created":{"date-parts":[[2019,9,27]],"date-time":"2019-09-27T03:03:15Z","timestamp":1569553395000},"page":"4183","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Technologies for Monitoring Lifestyle Habits Related to Brain Health: A Systematic Review"],"prefix":"10.3390","volume":"19","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1714-4353","authenticated-orcid":false,"given":"Diego","family":"Moreno-Blanco","sequence":"first","affiliation":[{"name":"Biomedical Engineering and Telemedicine Centre, ETSI Telecomunicaci\u00f3n, Center for Biomedical Technology, Universidad Polit\u00e9cnica de Madrid, 28040 Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0880-7856","authenticated-orcid":false,"given":"Javier","family":"Solana-S\u00e1nchez","sequence":"additional","affiliation":[{"name":"Institut Guttmann, Institut Universitari de Neurorehabilitaci\u00f3 adscrit a la UAB, 08916 Badalona, Spain"},{"name":"Universitat Aut\u00f2noma de Barcelona, 08193 Barcelona, Spain, and with Fundaci\u00f3 Institut d\u2019Investigaci\u00f3 en Ci\u00e8ncies de la Salut Germans Trias i Pujol, 08916 Badalona, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9871-0884","authenticated-orcid":false,"given":"Patricia","family":"S\u00e1nchez-Gonz\u00e1lez","sequence":"additional","affiliation":[{"name":"Biomedical Engineering and Telemedicine Centre, ETSI Telecomunicaci\u00f3n, Center for Biomedical Technology, Universidad Polit\u00e9cnica de Madrid, 28040 Madrid, Spain"},{"name":"Centro de Investigaci\u00f3n Biom\u00e9dica en Red, Biomateriales y Nanomedicina (CIBER-BBN), 28029 Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4560-285X","authenticated-orcid":false,"given":"Ignacio","family":"Oropesa","sequence":"additional","affiliation":[{"name":"Biomedical Engineering and Telemedicine Centre, ETSI Telecomunicaci\u00f3n, Center for Biomedical Technology, Universidad Polit\u00e9cnica de Madrid, 28040 Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"C\u00e9sar","family":"C\u00e1ceres","sequence":"additional","affiliation":[{"name":"Biomedical Engineering and Telemedicine Centre, ETSI Telecomunicaci\u00f3n, Center for Biomedical Technology, Universidad Polit\u00e9cnica de Madrid, 28040 Madrid, Spain"},{"name":"ETSI Inform\u00e1tica, Universidad Rey Juan Carlos, 28933 Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7411-6829","authenticated-orcid":false,"given":"Gabriele","family":"Cattaneo","sequence":"additional","affiliation":[{"name":"Institut Guttmann, Institut Universitari de Neurorehabilitaci\u00f3 adscrit a la UAB, 08916 Badalona, Spain"},{"name":"Institut d\u2019Investigacions Biom\u00e8diques August Pi i Sunyer, 08036 Barcelona, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Josep M.","family":"Tormos-Mu\u00f1oz","sequence":"additional","affiliation":[{"name":"Institut Guttmann, Institut Universitari de Neurorehabilitaci\u00f3 adscrit a la UAB, 08916 Badalona, Spain"},{"name":"Universitat Aut\u00f2noma de Barcelona, 08193 Barcelona, Spain, and with Fundaci\u00f3 Institut d\u2019Investigaci\u00f3 en Ci\u00e8ncies de la Salut Germans Trias i Pujol, 08916 Badalona, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David","family":"Bartr\u00e9s-Faz","sequence":"additional","affiliation":[{"name":"Institut Guttmann, Institut Universitari de Neurorehabilitaci\u00f3 adscrit a la UAB, 08916 Badalona, Spain"},{"name":"Institut d\u2019Investigacions Biom\u00e8diques August Pi i Sunyer, 08036 Barcelona, Spain"},{"name":"Departament de Medicina, Facultat de Medicina i Ci\u00e8ncies de la Salut, i Institut de Neuroci\u00e8ncies, Universitat de Barcelona, 08036 Barcelona, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8975-0382","authenticated-orcid":false,"given":"\u00c1lvaro","family":"Pascual-Leone","sequence":"additional","affiliation":[{"name":"Institut Guttmann, Institut Universitari de Neurorehabilitaci\u00f3 adscrit a la UAB, 08916 Badalona, Spain"},{"name":"Hinda and Arthur Marcus Institute for Aging Research and the Center for Memory Health, Hebrew SeniorLife, Department 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