{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T11:50:41Z","timestamp":1777549841768,"version":"3.51.4"},"reference-count":49,"publisher":"SAGE Publications","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["DIGITAL HEALTH"],"published-print":{"date-parts":[[2024,1]]},"abstract":"<jats:sec>\n                    <jats:title>Objectives<\/jats:title>\n                    <jats:p>An increasing prevalence of disability and sickness absences related to mental health highlights the need to find scalable measures to identify common occupational health challenges early on. This study (1) investigates how well current work ability measures capture psychosocial occupational health challenges, (2) examines how online wellness questionnaire data are linked to these challenges and (3) suggests a limited set of questions for screening employees.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>A total 709 employees filled out a wellness survey, the Work Ability Index, the Bergen Burnout Indicator and screening questions for generalized anxiety disorder and depression. The survey question clusters and previously identified domains of wellness were used to examine the correlations between the domains and occupational health indicators. Linear models and stepwise Akaike information criterion model reduction were used to identify questions that most explained variation in each challenge. The strongest questions were combined into a set, and recursive partitioning was used to form a screening tool for occupational health.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Despite over 80% of participants having good perceived work ability, we found a simultaneous anxiety risk in 22%, depression risk in 30%, some burnout symptoms in 7% and presenteeism in 36% of the participants. Correlations between several wellness domains and occupational health indicators were found. We identified eight questions that could be used to screen for a combined risk of lowered work ability, burnout, anxiety or depression.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Our results demonstrate current measures not being sufficient to capture employees\u2019 mental health and suggest a brief set of questions to identify employees at risk.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1177\/20552076241274018","type":"journal-article","created":{"date-parts":[[2024,9,10]],"date-time":"2024-09-10T08:58:57Z","timestamp":1725958737000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["Using online wellness assessment to screen for risk of lowered work ability, burnout, depression and anxiety in occupational health: A cross-sectional study"],"prefix":"10.1177","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4136-2633","authenticated-orcid":false,"given":"Krista","family":"Kauppi","sequence":"first","affiliation":[{"name":"Department of Public Health, Faculty of Medicine, University of Helsinki, Helsinki, Finland"},{"name":"Aava Medical Centre, Helsinki, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Katri","family":"Korpela","sequence":"additional","affiliation":[{"name":"Aava Medical Centre, Helsinki, Finland"},{"name":"Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Patrik","family":"Borg","sequence":"additional","affiliation":[{"name":"Aava Medical Centre, Helsinki, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Eira","family":"Roos","sequence":"additional","affiliation":[{"name":"Aava Medical Centre, Helsinki, Finland"},{"name":"Department of Public Health, University of Helsinki, Helsinki, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paulus","family":"Torkki","sequence":"additional","affiliation":[{"name":"Department of Public Health, Faculty of Medicine, University of Helsinki, Helsinki, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2024,9,9]]},"reference":[{"key":"bibr1-20552076241274018","unstructured":"International Labour Organization. Safety and health at the heart of the future of work. International Labour Organization. 2019."},{"key":"bibr2-20552076241274018","unstructured":"El\u00e4keturvakeskus. Suomen ty\u00f6el\u00e4kkeensaajat 2020. 2021."},{"key":"bibr3-20552076241274018","doi-asserted-by":"publisher","DOI":"10.1177\/1403494821993705"},{"key":"bibr4-20552076241274018","first-page":"2138","volume":"75","author":"Hynninen Y","year":"2020","journal-title":"Suom L\u00e4\u00e4k\u00e4ril"},{"key":"bibr5-20552076241274018","unstructured":"OECD. 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