The Presence and Duration of Overweight Are Associated with Low-Grade Inflammation in Prepubertal Chilean Children
Bibliographic record
Abstract
BACKGROUND: Overweight is associated with low-grade inflammation, but it is under debate whether the effect of fat mass accumulation is acute or chronic. We aimed to study the association of overweight duration with low-grade inflammation in children in whom overweight initiation can be established. METHODS: Observational longitudinal study, including a subsample of 250 Chilean children from the Growth and Obesity Cohort Study followed-up yearly since preschool age (n = 1195). At 4 years, 324 children provided blood. From those, 272 participants were evaluated at 7 years. The current analysis includes 250 children with a blood sample at 4 and 7 years of age and C-reactive protein (CRP) <5 mg/L. Anthropometric data (0-4 years) were obtained from health records and measured thereafter; sex- and age-specific body mass index Z-scores (BAZ) were computed. Among overweight (BAZ ≥ 1) participants at 7 years, the duration of overweight (time since diagnosis) was computed and categorized according to tertiles: <36, 36-<72, or ≥72 months. The independent association between overweight (diagnosis and duration) and low-grade inflammation (CRP ≥ 1 mg/L) was studied (logistic regression models). RESULTS: Overweight was associated with CRP ≥ 1 mg/L at 7 years [odds ratio (OR) = 2.93 confidence interval (95% CI = 1.60-5.38)], but not at 4 years [OR = 1.26 (95% CI = 0.71-2.26)]. An overweight duration <36 m was independently associated with CRP ≥ 1 mg/L [OR = 3.53 (95% CI = 1.21-10.28)] (reference = normal weight), whereas longer overweight durations (36-<72 or ≥72 m) were not associated with CRP ≥ 1 mg/L [OR = 1.35 (95% CI = 0.41-4.40) and OR = 1.21 (95% CI = 0.35-4.18), respectively]. CONCLUSIONS: Overweight at 7 years of age was associated with low-grade inflammation only in the case of recent onset. Inflammatory disturbances may be associated with the early phases of excess weight.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".