{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T21:11:23Z","timestamp":1770844283156,"version":"3.50.1"},"reference-count":52,"publisher":"Public Library of Science (PLoS)","issue":"3","license":[{"start":{"date-parts":[[2024,3,21]],"date-time":"2024-03-21T00:00:00Z","timestamp":1710979200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"FP7-KBBE-2012","award":["312057"],"award-info":[{"award-number":["312057"]}]},{"name":"The New Zealand Health Research Council","award":["14\/191"],"award-info":[{"award-number":["14\/191"]}]},{"name":"NHMRC-EU Collaborative Grant"},{"name":"German Academic Exchange Service"}],"content-domain":{"domain":["www.plosone.org"],"crossmark-restriction":false},"short-container-title":["PLoS ONE"],"abstract":"<jats:p>Self-report and device-based measures of physical activity (PA) both have unique strengths and limitations; combining these measures should provide complementary and comprehensive insights to PA behaviours. Therefore, we aim to 1) identify PA clusters and clusters of change in PA based on self-reported daily activities and 2) assess differences in device-based PA between clusters in a lifestyle intervention, the PREVIEW diabetes prevention study. In total, 232 participants with overweight and prediabetes (147 women; 55.9 \u00b1 9.5yrs; BMI \u226525 kg\u00b7m<jats:sup>-2<\/jats:sup>; impaired fasting glucose and\/or impaired glucose tolerance) were clustered using a partitioning around medoids algorithm based on self-reported daily activities before a lifestyle intervention and their changes after 6 and 12 months. Device-assessed PA levels (PAL), sedentary time (SED), light PA (LPA), and moderate-to-vigorous PA (MVPA) were assessed using ActiSleep+ accelerometers and compared between clusters using (multivariate) analyses of covariance. At baseline, the self-reported \u201cwalking and housework\u201d cluster had significantly higher PAL, MVPA and LPA, and less SED than the \u201cinactive\u201d cluster. LPA was higher only among the \u201ccycling\u201d cluster. There was no difference in the device-based measures between the \u201csocial-sports\u201d and \u201cinactive\u201d clusters. Looking at the changes after 6 months, the \u201cincreased walking\u201d cluster showed the greatest increase in PAL while the \u201cincreased cycling\u201d cluster accumulated the highest amount of LPA. The \u201cincreased housework\u201d and \u201cincreased supervised sports\u201d reported least favourable changes in device-based PA. After 12 months, there was only minor change in activities between the \u201cincreased walking and cycling\u201d, \u201cno change\u201d and \u201cincreased supervised sports\u201d clusters, with no significant differences in device-based measures. Combining self-report and device-based measures provides better insights into the behaviours that change during an intervention. Walking and cycling may be suitable activities to increase PA in adults with prediabetes.<\/jats:p>","DOI":"10.1371\/journal.pone.0300646","type":"journal-article","created":{"date-parts":[[2024,3,21]],"date-time":"2024-03-21T17:27:43Z","timestamp":1711042063000},"page":"e0300646","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":2,"title":["Combining diaries and accelerometers to explain change in physical activity during a lifestyle intervention for adults with pre-diabetes: A PREVIEW sub-study"],"prefix":"10.1371","volume":"19","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8236-1309","authenticated-orcid":true,"given":"Leon","family":"Klos","sequence":"first","affiliation":[]},{"given":"Gareth","family":"Stratton","sequence":"additional","affiliation":[]},{"given":"Kelly A.","family":"Mackintosh","sequence":"additional","affiliation":[]},{"given":"Melitta A.","family":"McNarry","sequence":"additional","affiliation":[]},{"given":"Mikael","family":"Fogelholm","sequence":"additional","affiliation":[]},{"given":"Mathijs","family":"Drummen","sequence":"additional","affiliation":[]},{"given":"Ian","family":"Macdonald","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5218-6941","authenticated-orcid":true,"given":"J. 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