The DOI matches its Crossref record; 24 of the 25 references it cites were found in a registry or an index.
Accuracy and usefulness of BMI measures based on self-reported weight and height: findings from the NHANES & NHIS 2001-2006
Open accessAbstract
BACKGROUND: The Body Mass Index (BMI) based on self-reported height and weight ("self-reported BMI") in epidemiologic studies is subject to measurement error. However, because of the ease and efficiency in gathering height and weight information through interviews, it remains important to assess the extent of error present in self-reported BMI measures and to explore possible adjustment factors as well as valid uses of such self-reported measures. METHODS: Using the combined 2001-2006 data from the continuous National Health and Nutrition Examination Survey, discrepancies between BMI measures based on self-reported and physical height and weight measures are estimated and socio-demographic predictors of such discrepancies are identified. Employing adjustments derived from the socio-demographic predictors, the self-reported measures of height and weight in the 2001-2006 National Health Interview Survey are used for population estimates of overweight & obesity as well as the prediction of health risks associated with large BMI values. The analysis relies on two-way frequency tables as well as linear and logistic regression models. All point and variance estimates take into account the complex survey design of the studies involved. RESULTS: Self-reported BMI values tend to overestimate measured BMI values at the low end of the BMI scale (< 22) and underestimate BMI values at the high end, particularly at values > 28. The discrepancies also vary systematically with age (younger and older respondents underestimate their BMI more than respondents aged 42-55), gender and the ethnic/racial background of the respondents. BMI scores, adjusted for socio-demographic characteristics of the respondents, tend to narrow, but do not eliminate misclassification of obese people as merely overweight, but health risk estimates associated with variations in BMI values are virtually the same, whether based on self-report or measured BMI values. CONCLUSION: BMI values based on self-reported height and weight, if corrected for biases associated with socio-demographic characteristics of the survey respondents, can be used to estimate health risks associated with variations in BMI, particularly when using parametric prediction models.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“Current BMI has been shown to be inversely associated with endometriosis (66) and validly measured by self-reported questionnaire (67–69).”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Prevalence of obesity, diabetes, and obesity-related health risk factors, 2001
Mokdad, A. H., Ford, E. S., Bowman, B. A., Dietz, W. H., Vinicor, F., Bales, V. S., & Marks, J. S. (2003) · JAMA · doi:10.1001/jama.289.1.76 · Cited by 5,866
Gorber, S. C., Tremblay, M., Moher, D., & Gorber, B. (2007) · Obesity Reviews · doi:10.1111/j.1467-789x.2007.00347.x · Cited by 1,945
Summary Health Statistics for U.S. Adults: National Health Interview Survey, 2006
Pleis, J. R., & Lethbridge‐Çejku, M. (2007) · PsycEXTRA Dataset · doi:10.1037/e403882008-001 · Cited by 1,441
BMI-related errors in the measurement of obesity
Rothman, K. J. (2008) · International Journal of Obesity · doi:10.1038/ijo.2008.87 · Cited by 1,194
Dose-Response and Trend Analysis in Epidemiology
Greenland, S. (1995) · Epidemiology · doi:10.1097/00001648-199507000-00005 · Cited by 1,086
Validity of self-reported height and weight in 4808 EPIC–Oxford participants
Spencer, E. A., Appleby, P. N., Davey, G. K., & Key, T. J. (2002) · Public Health Nutrition · doi:10.1079/phn2001322 · Cited by 1,082
Effects of Age on Validity of Self-Reported Height, Weight, and Body Mass Index
KUCZMARSKI, M. F., KUCZMARSKI, R. J., & NAJJAR, M. (2001) · Journal of the American Dietetic Association · doi:10.1016/s0002-8223(01)00008-6 · Cited by 965
Effect of BMI on Lifetime Risk for Diabetes in the U.S.
Narayan, K. M. V., Boyle, J. P., Thompson, T. J., Gregg, E. W., & Williamson, D. F. (2007) · Diabetes Care · doi:10.2337/dc06-2544 · Cited by 510
The validity of self-reported weight in US adults: a population based cross-sectional study
Villanueva, E. (2001) · BMC Public Health · doi:10.1186/1471-2458-1-11 · Cited by 336
Zhu, S., Heymsfield, S. B., Toyoshima, H., Wang, Z., Pietrobelli, A., & Heshka, S. (2005) · American Journal of Clinical Nutrition · doi:10.1093/ajcn.81.2.409 · Cited by 288
Self-reported weight and height
Nawaz, H., Chan, W., Abdulrahman, M., Larson, D., & Katz, D. L. (2001) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(01)00293-8 · Cited by 272
The predictive validity of body mass index based on self-reported weight and height.
Kuskowska-Wolk, A., Karlsson, P., Stolt, M., & Rössner, S. (1989) · PubMed · Cited by 262
Bolton-Smith, C., Woodward, M., Tunstall-Pedoe, H., & Morrison, C. (2000) · Journal of Epidemiology & Community Health · doi:10.1136/jech.54.2.143 · Cited by 262
Gillum, R., & Sempos, C. T. (2005) · Nutrition Journal · doi:10.1186/1475-2891-4-27 · Cited by 236
Dekkers, J. C., van Wier, M. F., Hendriksen, I. J. M., Twisk, J. W. R., & van Mechelen, W. (2008) · BMC Medical Research Methodology · doi:10.1186/1471-2288-8-69 · Cited by 234
Family History and Prevalence of Diabetes in the U.S. Population
Valdez, R. A., Yoon, P. W., Liu, T., & Khoury, M. J. (2007) · Diabetes Care · doi:10.2337/dc07-0720 · Cited by 208
Sensitivity and Specificity of Anthropometrics for the Prediction of Diabetes in a Biracial Cohort
Stevens, J., Couper, D. J., Pankow, J. S., Folsom, A. R., Duncan, B. B., Nieto, F., Jones, D. W., & Tyroler, H. A. (2001) · Obesity Research · doi:10.1038/oby.2001.94 · Cited by 175
Craig, B. M., & Adams, A. (2008) · Maternal and Child Health Journal · doi:10.1007/s10995-008-0384-7 · Cited by 141
Prediction Equations Do Not Eliminate Systematic Error in Self‐Reported Body Mass Index
Plankey, M. W., Stevens, J., Fiegal, K. M., & Rust, P. F. (1997) · Obesity Research · doi:10.1002/j.1550-8528.1997.tb00556.x · Cited by 136
Valdez, R., Yoon, P. W., Liu, T., & Khoury, M. J. (2007) · Diabetes · doi:10.2337/db07-0720x · Cited by 121
Selection of measures in epidemiologic studies of the consequences of obesity
Stevens, J., McClain, J. E., & Truesdale, K. P. (2008) · International Journal of Obesity · doi:10.1038/ijo.2008.88 · Cited by 115
Lawlor, D. A. (2002) · Age and Ageing · doi:10.1093/ageing/31.3.169 · Cited by 113
Avila-Funes, J. A., Gutiérrez‐Robledo, L. M., & Rosales, S. P. D. L. (2004) · PubMed · Cited by 81
Vaughan, C., Sacco, W. P., & Beckstead, J. W. (2008) · Body Image · doi:10.1016/j.bodyim.2008.02.004 · Cited by 37
Flagged first, then by citations
1 of the 25 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- StataCorp: Stata Statistical Software: Release 10.1. 2008, College Station, TX: StataCorp LP
Cited by
Sorted by citations
Educational attainment and obesity: a systematic review
Cohen, A. K., Rai, M., Rehkopf, D. H., & Abrams, B. F. (2013) · Obesity Reviews · doi:10.1111/obr.12062 · Cited by 626
Reynolds, R. M., Allan, K. M., Raja, E. A., Bhattacharya, S., McNeill, G., Hannaford, P. C., Sarwar, N., Lee, A. J., Bhattacharya, S., & Norman, J. E. (2013) · BMJ · doi:10.1136/bmj.f4539 · Cited by 571
Overweight and obesity epidemic in Ghana—a systematic review and meta-analysis
Ofori‐Asenso, R., Agyeman, A. A., Laar, A. K., & Boateng, D. (2016) · BMC Public Health · doi:10.1186/s12889-016-3901-4 · Cited by 266
Validation of self-reported height and weight in a large, nationwide cohort of U.S. adults
Hodge, J. M., Shah, R. A., McCullough, M. L., Gapstur, S. M., & Patel, A. V. (2020) · PLoS ONE · doi:10.1371/journal.pone.0231229 · Cited by 263
Liu, Y., Wheaton, A. G., Chapman, D. P., & Croft, J. B. (2013) · SLEEP · doi:10.5665/sleep.3028 · Cited by 244
Metadata
- Authors
- Stommel, M., & Schoenborn, C. A.
- Affiliations
- Michigan State University (US)
- National Center for Health Statistics (US)
- Corresponding author
- Stommel, Manfred
- ORCID
- Stommel, Manfred
- Venue
- BMC Public Health
- Published
- 2009-11-19
- Volume
- 9
- Issue
- 1
- Pages
- 421-421
- ISSN
- 1471-2458 (ISSN-L)
- PMC
- PMC2784464
- OpenAlex
- W2101246830
- Cited by
- 599
- References
- 25
- Citations by year
- 2026: 13 · 2025: 23 · 2024: 48 · 2023: 32 · 2022: 32 · 2021: 27 · 2020: 43 · 2019: 40 · 2018: 46 · 2017: 38 · 2016: 51 · 2015: 33 · 2014: 55 · 2013: 38 · 2012: 46
- FWCI
- 26.76
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMC Public Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Funders
- Centers for Disease Control and Prevention
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
- Health Sciences › Medicine › Physiology (medical) › Body Composition Measurement Techniques
- Keywords
- body mass index, self-reported height and weight, measurement error, obesity, overweight, sociodemographic predictors, health risk prediction, NHANES, NHIS
- MeSH terms
- Adolescent, Adult, Age Factors, Aged, Aged, 80 and over, Body Height, Body Weight, Female, Health Surveys, Humans, Male, Middle Aged, Nutrition Surveys, Obesity, Sex Factors, Socioeconomic Factors, United States, Reproducibility of Results, Body Mass Index, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review