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Record W4403343141 · doi:10.1111/ijpo.13180

Mediation of genetic susceptibility to obesity through eating behaviours in children

2024· article· en· W4403343141 on OpenAlexafffund
Danick Goulet, Michel Boivin, Christopher A. Gravel, Julian Little, Beth K. Potter, Lise Dubois

Bibliographic record

VenuePediatric Obesity · 2024
Typearticle
Languageen
FieldMedicine
TopicObesity, Physical Activity, Diet
Canadian institutionsMcGill UniversityUniversité LavalUniversity of Ottawa
FundersCanadian Institutes of Health Research
KeywordsBody mass indexMedicineMediationObesityEmotional eatingDemographyLongitudinal studyChildhood obesityCohortAppetiteYoung adultInternal medicineEating behaviorOverweight

Abstract

fetched live from OpenAlex

Summary Background/Objectives Few studies have examined the putative mediating role of eating behaviours linking genetic susceptibility and body weight. The goal of this study was to investigate the extent to which two polygenic scores (PGSs) for body mass index (BMI), based on child and adult data, predicted BMI through over‐eating and fussy eating across childhood. Subjects/Methods The study sample involved 692 participants from a birth cohort study. Height and weight were measured on six occasions between ages 6 and 13 years. Over‐eating and fussy eating behaviours were assessed five times between ages 2 and 6 years. Longitudinal growth curve mediation analysis was used to estimate the contributions of the PGSs to BMI z ‐scores mediated by over‐eating and fussy eating. Results Both PGSs predicted BMI z ‐scores (PGS child : β = 0.26, 95% CI: 0.19–0.33; PGS adult : β = 0.34, 95% CI: 0.27–0.41). Over‐eating significantly mediated these associations, but this mediation decreased over time from 6 years (PGS child : 18.0%, 95% CI: 3.1–32.9, p ‐value = 0.018; PGS adult : 14.2%, 95% CI: 2.8–25.5, p ‐value = 0.014) to 13 years (PGS child : 11.4%, 95% CI: −0.4‐23.1, p ‐value = 0.057; PGS adult : 6.2%, 95% CI: 0.4–12.0, p ‐value = 0.037). Fussy eating did not show any mediation. Conclusions Our results support the view that appetite is key to translating genetic susceptibility into changes in body weight.

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.

How this classification was reachedexpand

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.012
GPT teacher head0.279
Teacher spread0.267 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2024
Admission routes2
Has abstractyes

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