{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T10:57:22Z","timestamp":1790247442626,"version":"4.1.0"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2016,2,2]],"date-time":"2016-02-02T00:00:00Z","timestamp":1454371200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2016,2,2]],"date-time":"2016-02-02T00:00:00Z","timestamp":1454371200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J Obes"],"published-print":{"date-parts":[[2016,8]]},"DOI":"10.1038\/ijo.2016.14","type":"journal-article","created":{"date-parts":[[2016,5,10]],"date-time":"2016-05-10T14:06:22Z","timestamp":1462889182000},"page":"1187-1197","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":53,"title":["Prediction of activity-related energy expenditure using accelerometer-derived physical activity under free-living conditions: a systematic review"],"prefix":"10.1038","volume":"40","author":[{"given":"S","family":"Jeran","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"A","family":"Steinbrecher","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"T","family":"Pischon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2016,2,2]]},"reference":[{"key":"BFijo201614_CR1","unstructured":"World Health Organization Global Recommendations on Physical Activity for Health. World Health Organization: Geneva, 2010."},{"key":"BFijo201614_CR2","doi-asserted-by":"publisher","first-page":"526","DOI":"10.1093\/aje\/kwu152","volume":"180","author":"C Zheng","year":"2014","unstructured":"Zheng C, Beresford SA, Van Horn L, Tinker LF, Thomson CA, Neuhouser ML et al. Simultaneous association of total energy consumption and activity-related energy expenditure with risks of cardiovascular disease, cancer, and diabetes among postmenopausal women. Am J Epidemiol 2014; 180: 526\u2013535.","journal-title":"Am J Epidemiol"},{"key":"BFijo201614_CR3","first-page":"126","volume":"100","author":"CJ Caspersen","year":"1985","unstructured":"Caspersen CJ, Powell KE, Christenson GM . Physical activity, exercise, and physical fitness: definitions and distinctions for health-related research. Public Health Rep 1985; 100: 126\u2013131.","journal-title":"Public Health Rep"},{"key":"BFijo201614_CR4","doi-asserted-by":"publisher","first-page":"2371","DOI":"10.1038\/oby.2007.281","volume":"15","author":"G Plasqui","year":"2007","unstructured":"Plasqui G, Westerterp KR . Physical activity assessment with accelerometers: an evaluation against doubly labeled water. Obesity (Silver Spring) 2007; 15: 2371\u20132379.","journal-title":"Obesity (Silver Spring)"},{"key":"BFijo201614_CR5","doi-asserted-by":"publisher","first-page":"451","DOI":"10.1111\/obr.12021","volume":"14","author":"G Plasqui","year":"2013","unstructured":"Plasqui G, Bonomi AG, Westerterp KR . Daily physical activity assessment with accelerometers: new insights and validation studies. Obes Rev 2013; 14: 451\u2013462.","journal-title":"Obes Rev"},{"key":"BFijo201614_CR6","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1186\/1479-5868-9-84","volume":"9","author":"H Van Remoortel","year":"2012","unstructured":"Van Remoortel H, Giavedoni S, Raste Y, Burtin C, Louvaris Z, Gimeno-Santos E et al. Validity of activity monitors in health and chronic disease: a systematic review. Int J Behav Nutr Phys Act 2012; 9: 84.","journal-title":"Int J Behav Nutr Phys Act"},{"key":"BFijo201614_CR7","doi-asserted-by":"publisher","first-page":"90","DOI":"10.3389\/fphys.2013.00090","volume":"4","author":"KR Westerterp","year":"2013","unstructured":"Westerterp KR . Physical activity and physical activity induced energy expenditure in humans: measurement, determinants, and effects. Front Physiol 2013; 4: 90.","journal-title":"Front Physiol"},{"key":"BFijo201614_CR8","doi-asserted-by":"publisher","first-page":"1039","DOI":"10.1016\/j.physbeh.2008.01.021","volume":"93","author":"KR Westerterp","year":"2008","unstructured":"Westerterp KR . Physical activity as determinant of daily energy expenditure. Physiol Behav 2008; 93: 1039\u20131043.","journal-title":"Physiol Behav"},{"key":"BFijo201614_CR9","doi-asserted-by":"publisher","first-page":"823","DOI":"10.1007\/s00421-009-1000-2","volume":"105","author":"KR Westerterp","year":"2009","unstructured":"Westerterp KR . Assessment of physical activity: a critical appraisal. Eur J Appl Physiol 2009; 105: 823\u2013828.","journal-title":"Eur J Appl Physiol"},{"key":"BFijo201614_CR10","first-page":"430","volume":"26","author":"AC Pinheiro Volp","year":"2011","unstructured":"Pinheiro Volp AC, Esteves de Oliveira FC, Duarte Moreira Alves R, Esteves EA, Bressan J . Energy expenditure: components and evaluation methods. Nutr Hosp 2011; 26: 430\u2013440.","journal-title":"Nutr Hosp"},{"key":"BFijo201614_CR11","doi-asserted-by":"publisher","first-page":"1575","DOI":"10.1249\/MSS.0b013e31821ece12","volume":"43","author":"BE Ainsworth","year":"2011","unstructured":"Ainsworth BE, Haskell WL, Herrmann SD, Meckes N, Bassett DR Jr, Tudor-Locke C et al. 2011 Compendium of Physical Activities: a second update of codes and MET values. Med Sci Sports Exerc 2011; 43: 1575\u20131581.","journal-title":"Med Sci Sports Exerc"},{"key":"BFijo201614_CR12","doi-asserted-by":"publisher","first-page":"371","DOI":"10.1007\/s10654-014-9890-7","volume":"29","author":"German National Cohort Consortium","year":"2014","unstructured":"German National Cohort Consortium. The German National Cohort: aims, study design and organization. Eur J Epidemiol 2014; 29: 371\u2013382.","journal-title":"Eur J Epidemiol"},{"key":"BFijo201614_CR13","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1097\/HJR.0b013e32832ed875","volume":"17","author":"JM Warren","year":"2010","unstructured":"Warren JM, Ekelund U, Besson H, Mezzani A, Geladas N, Vanhees L . Assessment of physical activity - a review of methodologies with reference to epidemiological research: a report of the exercise physiology section of the European Association of Cardiovascular Prevention and Rehabilitation. Eur J Cardiovasc Prev Rehabil 2010; 17: 127\u2013139.","journal-title":"Eur J Cardiovasc Prev Rehabil"},{"key":"BFijo201614_CR14","doi-asserted-by":"publisher","first-page":"932S","DOI":"10.1093\/ajcn\/68.4.932S","volume":"68","author":"JR Speakman","year":"1998","unstructured":"Speakman JR . The history and theory of the doubly labeled water technique. Am J Clin Nutr 1998; 68: 932S\u2013938S.","journal-title":"Am J Clin Nutr"},{"key":"BFijo201614_CR15","doi-asserted-by":"publisher","first-page":"1205","DOI":"10.1183\/09031936.00134312","volume":"42","author":"RA Rabinovich","year":"2013","unstructured":"Rabinovich RA, Louvaris Z, Raste Y, Langer D, Van Remoortel H, Giavedoni S et al. Validity of physical activity monitors during daily life in patients with COPD. Eur Respir J 2013; 42: 1205\u20131215.","journal-title":"Eur Respir J"},{"key":"BFijo201614_CR16","doi-asserted-by":"publisher","first-page":"867","DOI":"10.1249\/MSS.0b013e3181fc7162","volume":"43","author":"LH Colbert","year":"2011","unstructured":"Colbert LH, Matthews CE, Havighurst TC, Kim K, Schoeller DA . Comparative validity of physical activity measures in older adults. Med Sci Sports Exerc 2011; 43: 867\u2013876.","journal-title":"Med Sci Sports Exerc"},{"key":"BFijo201614_CR17","doi-asserted-by":"publisher","first-page":"e18942","DOI":"10.1371\/journal.pone.0018942","volume":"6","author":"J Pomeroy","year":"2011","unstructured":"Pomeroy J, Brage S, Curtis JM, Swan PD, Knowler WC, Franks PW . Between-monitor differences in step counts are related to body size: implications for objective physical activity measurement. PLoS One 2011; 6: e18942.","journal-title":"PLoS One"},{"key":"BFijo201614_CR18","doi-asserted-by":"publisher","first-page":"1233","DOI":"10.1097\/00005768-200107000-00024","volume":"33","author":"NY Leenders","year":"2001","unstructured":"Leenders NY, Sherman WM, Nagaraja HN, Kien CL . Evaluation of methods to assess physical activity in free-living conditions. Med Sci Sports Exerc 2001; 33: 1233\u20131240.","journal-title":"Med Sci Sports Exerc"},{"key":"BFijo201614_CR19","doi-asserted-by":"publisher","first-page":"e22922","DOI":"10.1371\/journal.pone.0022922","volume":"6","author":"VT van Hees","year":"2011","unstructured":"van Hees VT, Renstrom F, Wright A, Gradmark A, Catt M, Chen KY et al. Estimation of daily energy expenditure in pregnant and non-pregnant women using a wrist-worn tri-axial accelerometer. PLoS One 2011; 6: e22922.","journal-title":"PLoS One"},{"key":"BFijo201614_CR20","doi-asserted-by":"publisher","first-page":"1588","DOI":"10.1038\/oby.2009.39","volume":"17","author":"FK Assah","year":"2009","unstructured":"Assah FK, Ekelund U, Brage S, Corder K, Wright A, Mbanya JC et al. Predicting physical activity energy expenditure using accelerometry in adults from sub-Sahara Africa. Obesity (Silver Spring) 2009; 17: 1588\u20131595.","journal-title":"Obesity (Silver Spring)"},{"key":"BFijo201614_CR21","doi-asserted-by":"publisher","first-page":"1845","DOI":"10.1038\/oby.2010.34","volume":"18","author":"AG Bonomi","year":"2010","unstructured":"Bonomi AG, Plasqui G, Goris AH, Westerterp KR . Estimation of free-living energy expenditure using a novel activity monitor designed to minimize obtrusiveness. Obesity (Silver Spring) 2010; 18: 1845\u20131851.","journal-title":"Obesity (Silver Spring)"},{"key":"BFijo201614_CR22","doi-asserted-by":"publisher","first-page":"655","DOI":"10.1152\/japplphysiol.00150.2009","volume":"107","author":"AG Bonomi","year":"2009","unstructured":"Bonomi AG, Plasqui G, Goris AH, Westerterp KR . Improving assessment of daily energy expenditure by identifying types of physical activity with a single accelerometer. J Appl Physiol (1985) 2009; 107: 655\u2013661.","journal-title":"J Appl Physiol (1985)"},{"key":"BFijo201614_CR23","doi-asserted-by":"publisher","first-page":"1357","DOI":"10.1152\/japplphysiol.00901.2003","volume":"96","author":"LC Masse","year":"2004","unstructured":"Masse LC, Fulton JE, Watson KL, Mahar MT, Meyers MC, Wong WW . Influence of body composition on physical activity validation studies using doubly labeled water. J Appl Physiol (1985) 2004; 96: 1357\u20131364.","journal-title":"J Appl Physiol (1985)"},{"key":"BFijo201614_CR24","doi-asserted-by":"publisher","first-page":"1363","DOI":"10.1038\/oby.2005.165","volume":"13","author":"G Plasqui","year":"2005","unstructured":"Plasqui G, Joosen AM, Kester AD, Goris AH, Westerterp KR . Measuring free-living energy expenditure and physical activity with triaxial accelerometry. Obes Res 2005; 13: 1363\u20131369.","journal-title":"Obes Res"},{"key":"BFijo201614_CR25","doi-asserted-by":"publisher","first-page":"354","DOI":"10.1080\/02640414.2012.734632","volume":"31","author":"F Horner","year":"2013","unstructured":"Horner F, Bilzon JL, Rayson M, Blacker S, Richmond V, Carter J et al. Development of an accelerometer-based multivariate model to predict free-living energy expenditure in a large military cohort. J Sports Sci 2013; 31: 354\u2013360.","journal-title":"J Sports Sci"},{"key":"BFijo201614_CR26","doi-asserted-by":"publisher","first-page":"1841","DOI":"10.1088\/0967-3334\/33\/11\/1841","volume":"33","author":"H Kinnunen","year":"2012","unstructured":"Kinnunen H, Tanskanen M, Kyrolainen H, Westerterp KR . Wrist-worn accelerometers in assessment of energy expenditure during intensive training. Physiol Meas 2012; 33: 1841\u20131854.","journal-title":"Physiol Meas"},{"key":"BFijo201614_CR27","doi-asserted-by":"publisher","first-page":"1011","DOI":"10.1038\/ijo.2013.195","volume":"38","author":"G Valenti","year":"2014","unstructured":"Valenti G, Camps SG, Verhoef SP, Bonomi AG, Westerterp KR . Validating measures of free-living physical activity in overweight and obese subjects using an accelerometer. Int J Obes (Lond) 2014; 38: 1011\u20131014.","journal-title":"Int J Obes (Lond)"},{"key":"BFijo201614_CR28","doi-asserted-by":"publisher","first-page":"812","DOI":"10.1016\/j.clnu.2011.05.010","volume":"30","author":"RJ Skipworth","year":"2011","unstructured":"Skipworth RJ, Stene GB, Dahele M, Hendry PO, Small AC, Blum D et al. Patient-focused endpoints in advanced cancer: criterion-based validation of accelerometer-based activity monitoring. Clin Nutr 2011; 30: 812\u2013821.","journal-title":"Clin Nutr"},{"key":"BFijo201614_CR29","doi-asserted-by":"publisher","first-page":"112","DOI":"10.1093\/ije\/dyq098","volume":"40","author":"FK Assah","year":"2011","unstructured":"Assah FK, Ekelund U, Brage S, Wright A, Mbanya JC, Wareham NJ . Accuracy and validity of a combined heart rate and motion sensor for the measurement of free-living physical activity energy expenditure in adults in Cameroon. Int J Epidemiol 2011; 40: 112\u2013120.","journal-title":"Int J Epidemiol"},{"key":"BFijo201614_CR30","doi-asserted-by":"publisher","first-page":"409","DOI":"10.1038\/oby.2007.72","volume":"16","author":"KH Pietilainen","year":"2008","unstructured":"Pietilainen KH, Kaprio J, Borg P, Plasqui G, Yki-Jarvinen H, Kujala UM et al. Physical inactivity and obesity: a vicious circle. Obesity (Silver Spring) 2008; 16: 409\u2013414.","journal-title":"Obesity (Silver Spring)"},{"key":"BFijo201614_CR31","doi-asserted-by":"publisher","first-page":"389","DOI":"10.1093\/aje\/kwi054","volume":"161","author":"SA Adams","year":"2005","unstructured":"Adams SA, Matthews CE, Ebbeling CB, Moore CG, Cunningham JE, Fulton J et al. The effect of social desirability and social approval on self-reports of physical activity. Am J Epidemiol 2005; 161: 389\u2013398.","journal-title":"Am J Epidemiol"},{"key":"BFijo201614_CR32","doi-asserted-by":"publisher","first-page":"1019","DOI":"10.1152\/jappl.1996.81.2.1019","volume":"81","author":"CV Bouten","year":"1996","unstructured":"Bouten CV, Verboeket-van de Venne WP, Westerterp KR, Verduin M, Janssen JD . Daily physical activity assessment: comparison between movement registration and doubly labeled water. J Appl Physiol (1985) 1996; 81: 1019\u20131026.","journal-title":"J Appl Physiol (1985)"},{"key":"BFijo201614_CR33","doi-asserted-by":"publisher","first-page":"1091","DOI":"10.1139\/h2012-097","volume":"37","author":"C Tudor-Locke","year":"2012","unstructured":"Tudor-Locke C, Martin CK, Brashear MM, Rood JC, Katzmarzyk PT, Johnson WD . Predicting doubly labeled water energy expenditure from ambulatory activity. Appl Physiol Nutr Metab 2012; 37: 1091\u20131100.","journal-title":"Appl Physiol Nutr Metab"},{"key":"BFijo201614_CR34","doi-asserted-by":"publisher","first-page":"S490","DOI":"10.1249\/01.mss.0000185571.49104.82","volume":"37","author":"KY Chen","year":"2005","unstructured":"Chen KY, Bassett DR Jr . The technology of accelerometry-based activity monitors: current and future. Med Sci Sports Exerc 2005; 37: S490\u2013S500.","journal-title":"Med Sci Sports Exerc"},{"key":"BFijo201614_CR35","doi-asserted-by":"publisher","first-page":"2173","DOI":"10.1249\/01.mss.0000239394.55461.08","volume":"38","author":"DW Esliger","year":"2006","unstructured":"Esliger DW, Tremblay MS . Technical reliability assessment of three accelerometer models in a mechanical setup. Med Sci Sports Exerc 2006; 38: 2173\u20132181.","journal-title":"Med Sci Sports Exerc"},{"key":"BFijo201614_CR36","doi-asserted-by":"publisher","first-page":"S39","DOI":"10.1249\/MSS.0b013e3182399d8f","volume":"44","author":"GJ Welk","year":"2012","unstructured":"Welk GJ, McClain J, Ainsworth BE . Protocols for evaluating equivalency of accelerometry-based activity monitors. Med Sci Sports Exerc 2012; 44: S39\u2013S49.","journal-title":"Med Sci Sports Exerc"},{"key":"BFijo201614_CR37","doi-asserted-by":"publisher","first-page":"278","DOI":"10.1136\/bjsports-2012-091410","volume":"48","author":"SD Herrmann","year":"2014","unstructured":"Herrmann SD, Barreira TV, Kang M, Ainsworth BE . Impact of accelerometer wear time on physical activity data: a NHANES semisimulation data approach. Br J Sports Med 2014; 48: 278\u2013282.","journal-title":"Br J Sports Med"},{"key":"BFijo201614_CR38","doi-asserted-by":"publisher","first-page":"S531","DOI":"10.1249\/01.mss.0000185657.86065.98","volume":"37","author":"SG Trost","year":"2005","unstructured":"Trost SG, McIver KL, Pate RR . Conducting accelerometer-based activity assessments in field-based research. Med Sci Sports Exerc 2005; 37: S531\u2013S543.","journal-title":"Med Sci Sports Exerc"},{"key":"BFijo201614_CR39","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1186\/1471-2288-12-26","volume":"12","author":"J Vanhelst","year":"2012","unstructured":"Vanhelst J, Beghin L, Duhamel A, Bergman P, Sjostrom M, Gottrand F . Comparison of uniaxial and triaxial accelerometry in the assessment of physical activity among adolescents under free-living conditions: the HELENA study. BMC Med Res Methodol 2012; 12: 26.","journal-title":"BMC Med Res Methodol"},{"key":"BFijo201614_CR40","first-page":"688","volume":"20","author":"AM Prentice","year":"1996","unstructured":"Prentice AM, Goldberg GR, Murgatroyd PR, Cole TJ . Physical activity and obesity: problems in correcting expenditure for body size. Int J Obes Relat Metab Disord 1996; 20: 688\u2013691.","journal-title":"Int J Obes Relat Metab Disord"},{"key":"BFijo201614_CR41","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1097\/MCO.0000000000000080","volume":"17","author":"KR Westerterp","year":"2014","unstructured":"Westerterp KR . Reliable assessment of physical activity in disease: an update on activity monitors. Curr Opin Clin Nutr Metab Care 2014; 17: 401\u2013406.","journal-title":"Curr Opin Clin Nutr Metab Care"}],"container-title":["International Journal of Obesity"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.nature.com\/articles\/ijo201614.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/ijo201614","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/ijo201614.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,3,15]],"date-time":"2022-03-15T19:20:11Z","timestamp":1647372011000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.nature.com\/articles\/ijo201614"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,2,2]]},"references-count":41,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2016,8]]}},"alternative-id":["BFijo201614"],"URL":"https:\/\/doi.org\/10.1038\/ijo.2016.14","relation":{},"ISSN":["0307-0565","1476-5497"],"issn-type":[{"value":"0307-0565","type":"print"},{"value":"1476-5497","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,2,2]]},"assertion":[{"value":"24 August 2015","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 December 2015","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 December 2015","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 February 2016","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare no conflict of interest.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}]}}