{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,3]],"date-time":"2026-09-03T05:21:42Z","timestamp":1788412902517,"version":"build-2803163510"},"reference-count":35,"publisher":"Public Library of Science (PLoS)","issue":"11","license":[{"start":{"date-parts":[[2018,11,5]],"date-time":"2018-11-05T00:00:00Z","timestamp":1541376000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000050","name":"National Heart, Lung, and Blood Institute","doi-asserted-by":"publisher","award":["R01HL107916"],"award-info":[{"award-number":["R01HL107916"]}],"id":[{"id":"10.13039\/100000050","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000062","name":"National Institute of Diabetes and Digestive and Kidney Diseases","doi-asserted-by":"publisher","award":["P30DK056336"],"award-info":[{"award-number":["P30DK056336"]}],"id":[{"id":"10.13039\/100000062","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["www.plosone.org"],"crossmark-restriction":false},"short-container-title":["PLoS ONE"],"DOI":"10.1371\/journal.pone.0206430","type":"journal-article","created":{"date-parts":[[2018,11,5]],"date-time":"2018-11-05T18:32:57Z","timestamp":1541442777000},"page":"e0206430","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":27,"title":["A method for measuring human body composition using digital images"],"prefix":"10.1371","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2268-5074","authenticated-orcid":true,"given":"Olivia","family":"Affuso","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ligaj","family":"Pradhan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chengcui","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Song","family":"Gao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Howard W.","family":"Wiener","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Barbara","family":"Gower","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Steven B.","family":"Heymsfield","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David B.","family":"Allison","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2018,11,5]]},"reference":[{"issue":"5","key":"ref1","doi-asserted-by":"crossref","first-page":"925","DOI":"10.1016\/S0022-3476(88)80033-7","article-title":"Changes in body composition during refeeding of patients with anorexia nervosa","volume":"113","author":"N Vaisman","year":"1988","journal-title":"J Pediatr"},{"issue":"9","key":"ref2","doi-asserted-by":"crossref","first-page":"1312","DOI":"10.1001\/archneur.63.9.1312","article-title":"Accelerated weight loss may precede diagnosis in Alzheimer disease","volume":"63","author":"DK Johnson","year":"2006","journal-title":"Arch Neurol"},{"issue":"1","key":"ref3","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1001\/archneur.62.1.55","article-title":"A 32-year prospective study of change in body weight and incident dementia: the Honolulu-Asia Aging Study","volume":"62","author":"R Stewart","year":"2005","journal-title":"Arch Neurol"},{"issue":"4","key":"ref4","doi-asserted-by":"crossref","first-page":"735","DOI":"10.1093\/ajcn\/83.4.735","article-title":"Cachexia: pathophysiology and clinical relevance","volume":"83","author":"JE Morley","year":"2006","journal-title":"Am J Clin Nutr"},{"issue":"5","key":"ref5","doi-asserted-by":"crossref","first-page":"329","DOI":"10.2165\/00007256-200434050-00005","article-title":"Effects of resistance training on older adults","volume":"34","author":"GR Hunter","year":"2004","journal-title":"Sports Med"},{"issue":"11","key":"ref6","doi-asserted-by":"crossref","first-page":"1686","DOI":"10.1176\/ajp.156.11.1686","article-title":"Antipsychotic-induced weight gain: a comprehensive research synthesis","volume":"156","author":"DB Allison","year":"1999","journal-title":"Am J Psychiatry"},{"issue":"Suppl 2","key":"ref7","doi-asserted-by":"crossref","first-page":"S63","DOI":"10.1086\/367560","article-title":"Assessment of nutritional status, body composition, and human immunodeficiency virus-associated morphologic changes","volume":"36","author":"TA Knox","year":"2003","journal-title":"Clin Infect Dis"},{"issue":"4","key":"ref8","doi-asserted-by":"crossref","first-page":"1050","DOI":"10.1172\/JCI113159","article-title":"Body composition, not body weight, is related to cardiovascular disease risk factors and sex hormone levels in men","volume":"80","author":"KR Segal","year":"1987","journal-title":"J Clin Invest"},{"key":"ref9","first-page":"1","article-title":"Prevalence of obesity in the United States, 2009\u20132010","volume":"82","author":"CL Ogden","year":"2012","journal-title":"NCHS Data Brief"},{"issue":"4","key":"ref10","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/j.jamda.2011.01.003","article-title":"Sarcopenia: an undiagnosed condition in older adults. Current consensus definition: prevalence, etiology, and consequences. International working group on sarcopenia","volume":"12","author":"RA Fielding","year":"2011","journal-title":"J Am Med Dir Assoc"},{"key":"ref11","author":"JA Vogel","year":"1988"},{"issue":"4","key":"ref12","first-page":"117","article-title":"Standard obesity cut points based on BMI percentiles do not equally correspond to body fat percentage across racil\/ethnic groups in a nationally representative sample of children and adolescents","volume":"8","author":"F Affuso","year":"2010","journal-title":"Intl J Body Compos Res"},{"issue":"1","key":"ref13","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1002\/j.1550-8528.1995.tb00124.x","article-title":"Human body composition and the epidemiology of chronic disease","volume":"3","author":"RN Baumgartner","year":"1995","journal-title":"Obes Res"},{"key":"ref14","unstructured":"Blanchard JM, Ward GM, Kryzywicki HJ, Canham JE. A visual appraisal method for estimating body composition in humans. Presidio of San Francisco, Report No.81: 1979."},{"issue":"5","key":"ref15","doi-asserted-by":"crossref","first-page":"615","DOI":"10.1249\/00005768-199205000-00017","article-title":"The validity of visual estimations of percent body fat in lean males","volume":"24","author":"JM Eckerson","year":"1992","journal-title":"Med Sci Sports Exerc"},{"key":"ref16","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1080\/00913847.1986.11709047","article-title":"Body fat assessment: A comparison of visual estimaton and skinfold techniques","volume":"14","author":"TG Sterner","year":"1986","journal-title":"Physician Sportsmed"},{"key":"ref17","first-page":"356","article-title":"Contour maps, center of gravity, moment of inertia, and surface area of the human body","volume":"10","author":"AP Weinbach","year":"1938","journal-title":"Human Biol"},{"issue":"3","key":"ref18","doi-asserted-by":"crossref","first-page":"213","DOI":"10.1080\/00140136108930521","article-title":"Monophotogrammetric determination of body volume","volume":"4","author":"WR Pierson","year":"1961","journal-title":"Ergonomics"},{"issue":"1","key":"ref19","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1002\/ajpa.1330110118","article-title":"The determination of body measurements, surface area and body volume by photography","volume":"11","author":"B. Geoghegan","year":"1953","journal-title":"Am J Phys Anthropol"},{"issue":"7244","key":"ref20","doi-asserted-by":"crossref","first-page":"1240","DOI":"10.1136\/bmj.320.7244.1240","article-title":"Establishing a standard definition for child overweight and obesity worldwide: international survey","volume":"320","author":"TJ Cole","year":"2000","journal-title":"BMJ"},{"key":"ref21","unstructured":"NHLBI Expert Panel: Obesity Education Initiative. Clinical guidelines on the identification, evaluation, and treatment of overwieght and obesity in adults. 1998."},{"issue":"3","key":"ref22","doi-asserted-by":"crossref","first-page":"358","DOI":"10.2105\/AJPH.82.3.358","article-title":"Body fatness and risk for elevated blood pressure, total cholesterol, and serum lipoprotein ratios in children and adolescents","volume":"82","author":"DP Williams","year":"1992","journal-title":"Am J Public Health"},{"issue":"3","key":"ref23","doi-asserted-by":"crossref","first-page":"694","DOI":"10.1093\/ajcn\/72.3.694","article-title":"Healthy percentage body fat ranges: an approach for developing guidelines based on body mass index","volume":"72","author":"D Gallagher","year":"2000","journal-title":"Am J Clin Nutr"},{"key":"ref24","unstructured":"Pradhan L, Song G, Zhang C, Gower BA, Heymsfield SB, Allison DB, et al., editors. Feature extraction from 2D images for body composition analysis. IEEE International Symposium on Multimedia; 2015:45\u201352. Miami, FL: IEEE. <comment>doi: <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"https:\/\/doi.org\/10.1109\/ISM.2015.117\" xlink:type=\"simple\">10.1109\/ISM.2015.117<\/ext-link><\/comment> URL: <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"http:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?tp=&arnumber=7442294&isnumber=7442255\" xlink:type=\"simple\">http:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?tp=&amp;arnumber=7442294&amp;isnumber=7442255<\/ext-link>"},{"issue":"12","key":"ref25","doi-asserted-by":"crossref","first-page":"1650","DOI":"10.1109\/TPAMI.2002.1114856","article-title":"Performance evaluation of some clustering algorithms and validity indices","volume":"24","author":"U Maulik","year":"2002","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"ref26","article-title":"The importance of prediction model validation and assessment in obesity and nutrition research","author":"AE Ivanescu","year":"2015","journal-title":"Int J Obes (Lond)"},{"issue":"10","key":"ref27","doi-asserted-by":"crossref","first-page":"6562","DOI":"10.1073\/pnas.102102699","article-title":"Selection bias in gene extraction on the basis of microarray gene-expression data","volume":"99","author":"C Ambroise","year":"2002","journal-title":"Proc Natl Acad Sci U S A"},{"issue":"1","key":"ref28","doi-asserted-by":"crossref","first-page":"172","DOI":"10.1037\/0033-2909.111.1.172","article-title":"Comparing correlated correlation coefficients","volume":"111","author":"XL Meng","year":"1992","journal-title":"Psych Bulletin"},{"key":"ref29","doi-asserted-by":"crossref","unstructured":"Lin L, Hedayat AS, Wu W. Statistical tools for measuring agreement Springer Science and Business Media; 2012.","DOI":"10.1007\/978-1-4614-0562-7"},{"issue":"8982","key":"ref30","doi-asserted-by":"crossref","first-page":"1085","DOI":"10.1016\/S0140-6736(95)91748-9","article-title":"Comparing methods of measurement: why plotting difference against standard method is misleading","volume":"346","author":"JM Bland","year":"1995","journal-title":"Lancet"},{"issue":"3","key":"ref31","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1961189.1961199","article-title":"LIBSVM: A library for support vector machines","volume":"2","author":"C-C Chang","year":"2011","journal-title":"ACM Trans Intell Syst Technol"},{"key":"ref32","unstructured":"Affuso O, Zhang C, Chen W-B, Song G, Keeting K, Lewis DW, et al. Novel image analysis method for assessing body composition in humans: a pilot study Proceedings of the 31st Annual Scientific Meeting of the Obesity Society, Atlanta, GA. 2013."},{"key":"ref33","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1177\/0887302X0602400203","article-title":"Body shape assessment scale: Instrument development for analyzing female figures","volume":"24","author":"L Connell","year":"2006","journal-title":"Clothing and Textile Res J"},{"issue":"10","key":"ref34","article-title":"Three-dimensional surface imaging system for assessing human obesity","volume":"48","author":"B Xu","year":"2009","journal-title":"Opt Eng"},{"issue":"6","key":"ref35","doi-asserted-by":"crossref","first-page":"606","DOI":"10.1249\/00005768-198412000-00016","article-title":"Research progress in validation of clinical methods of assessing body composition","volume":"16","author":"ML Pollock","year":"1984","journal-title":"Med Sci Sports Exerc"}],"container-title":["PLOS ONE"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/dx.plos.org\/10.1371\/journal.pone.0206430","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,5]],"date-time":"2022-09-05T09:28:21Z","timestamp":1662370101000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0206430"}},"subtitle":[],"editor":[{"given":"Rebecca A.","family":"Krukowski","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2018,11,5]]},"references-count":35,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2018,11,5]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pone.0206430","relation":{},"ISSN":["1932-6203"],"issn-type":[{"value":"1932-6203","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,11,5]]}}}