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One way to identify unreliable data and the sources of errors is to compare estimated intakes with the total energy expenditure (TEE). In this study, we used the International Atomic Energy Agency Doubly Labeled Water Database to derive a predictive equation for TEE using 6,497 measures of TEE in individuals aged 4 to 96\u2009years. The resultant regression equation predicts expected TEE from easily acquired variables, such as body weight, age and sex, with 95% predictive limits that can be used to screen for misreporting by participants in dietary studies. We applied the equation to two large datasets (National Diet and Nutrition Survey and National Health and Nutrition Examination Survey) and found that the level of misreporting was 27.4%. The macronutrient composition from dietary reports in these studies was systematically biased as the level of misreporting increased, leading to potentially spurious associations between diet components and body mass index.<\/jats:p>","DOI":"10.1038\/s43016-024-01089-5","type":"journal-article","created":{"date-parts":[[2025,1,13]],"date-time":"2025-01-13T05:05:22Z","timestamp":1736744722000},"page":"58-71","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":42,"title":["Predictive equation derived from 6,497 doubly labelled water measurements enables the detection of erroneous self-reported energy intake"],"prefix":"10.1038","volume":"6","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-2626-1433","authenticated-orcid":false,"given":"Rania","family":"Bajunaid","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4241-6082","authenticated-orcid":false,"given":"Chaoqun","family":"Niu","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2947-4539","authenticated-orcid":false,"given":"Catherine","family":"Hambly","sequence":"additional","affiliation":[]},{"given":"Zongfang","family":"Liu","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4284-6317","authenticated-orcid":false,"given":"Yosuke","family":"Yamada","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1582-2475","authenticated-orcid":false,"given":"Heliodoro","family":"Aleman-Mateo","sequence":"additional","affiliation":[]},{"given":"Liam J.","family":"Anderson","sequence":"additional","affiliation":[]},{"given":"Lenore","family":"Arab","sequence":"additional","affiliation":[]},{"given":"Issad","family":"Baddou","sequence":"additional","affiliation":[]},{"given":"Linda","family":"Bandini","sequence":"additional","affiliation":[]},{"given":"Kweku","family":"Bedu-Addo","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2496-3464","authenticated-orcid":false,"given":"Ellen E.","family":"Blaak","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1035-5094","authenticated-orcid":false,"given":"Carlijn V. 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