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Record W4403866506 · doi:10.1038/s43856-024-00649-x

Disparities in steatosis prevalence in the United States by Race or Ethnicity according to the 2023 criteria

2024· article· en· W4403866506 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueCommunications Medicine · 2024
Typearticle
Languageen
FieldMedicine
TopicLiver Disease Diagnosis and Treatment
Canadian institutionsLondon Health Sciences CentreWestern University
FundersFondo Nacional de Desarrollo Científico y TecnológicoNational Heart, Lung, and Blood InstituteFaculty of Medicine, Chiang Mai UniversityNational Institute on Alcohol Abuse and AlcoholismU.S. Department of Veterans AffairsUniversity of California, San DiegoAgencia Estatal de InvestigaciónHouston Methodist Research InstituteSchool of Medicine, Stanford UniversityUniversitat de BarcelonaPontificia Universidad Católica de ChileInova Health SystemGeneralitat de CatalunyaCentres de Recerca de CatalunyaHouston Methodist HospitalPritzker School of MedicineUniversity of Texas Southwestern Medical CenterNational Institute of Diabetes and Digestive and Kidney DiseasesLondon Health Sciences CentreNational Center for Advancing Translational SciencesChiang Mai UniversitySchool of Medicine, Virginia Commonwealth UniversityVirginia Commonwealth UniversityCity University of New York
KeywordsEthnic groupRace (biology)SteatosisMedicineDemographyEnvironmental healthGerontologyPolitical scienceInternal medicineSociologyGender studies

Abstract

fetched live from OpenAlex

The 2023 nomenclature defined criteria for steatotic liver disease (SLD), including metabolic dysfunction-associated SLD (MASLD), alcohol-associated liver disease (ALD), and the overlapping MASLD/ALD (MetALD). We aimed to assess racial and ethnic disparities in the SLD prevalence among United States (US) adults based on this new nomenclature. We undertook a cross-sectional study employing the 2017–2018 National Health and Nutrition Examination Survey (NHANES) database. We identified SLD according to a controlled attenuation parameter ≥288 dB/m, liver stiffness ≥7.2 kPa, or elevated aminotransferase levels. Alcohol use thresholds were established according to the updated SLD definition. We estimated prevalences using the complex design of the NHANES survey. Multivariable logistic regressions with complex design weights were employed. A total of 5532 individuals are included. The mean age is 45.4 years, and 50.9% are women. The adjusted estimated prevalence of MASLD is 42.4% (95% CI: 41.1–43.8%), MetALD 1.7% (95% CI: 1.3–2.0%), and ALD 0.6% (95% CI: 0.3–0.8%). Hispanics exhibit a higher prevalence of SLD, but there are no significant differences in advanced fibrosis prevalence due to SLD among racial/ethnic groups. In MASLD, men, individuals aged 40–64 and ≥65 years, Hispanics, those with health insurance, higher BMI, diabetes, hypertension, hypertriglyceridemia, and low high-density lipoprotein (HDL) cholesterol or use of lipid-lowering agents are independently associated with a higher risk, while Blacks have the lowest risk. In MetALD, men and higher BMI are independently associated with a higher risk of MetALD in adjusted multivariable analysis. In ALD, the adjusted multivariable analysis shows that only health insurance is independently associated with a lower ALD risk. MASLD prevalence is high in the US, especially in men, older individuals, and Hispanics. MetALD and ALD prevalence was substantial but could be underestimated. This study aims to estimate the prevalence of different types of fatty liver disease, in which excess fat occurs in the liver. A particular type of fatty liver disease that is not caused by excess alcohol consumption affects 42.4% of adults in the USA, with men, older adults, and Hispanics being more likely to have this form of liver disease. People with health insurance are less likely to have liver disease caused by excess alcohol consumption. These results highlight the importance of targeted prevention efforts in people with a higher risk of developing liver disease. Future public health strategies should focus on reducing risk factors and providing equitable healthcare access. Díaz et al. estimate the prevalence of steatotic liver disease (SLD) in adults in the United States. Increased waist circumference, excess weight, abnormal glucose metabolism, and hypertension are associated with a higher risk of advanced fibrosis in SLD, with sex, hispanic ethnicity and lack of health insurance associated with certain types.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.354
Threshold uncertainty score0.749

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.092
GPT teacher head0.406
Teacher spread0.314 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it