Overweight and obesity in children of Arandas, Mexico during the nutrition transition
Bibliographic record
Abstract
With the purpose to demonstrate changes on the malnutrition syndrome during nutrition transition a comparison was made in 2000 vs 2010. In the earlier, a cross sectional study carried out in children (60–120 mo) of the Instituto Alteño para el Desarrollo de Jalisco (INADEJ); in the latter a case‐control study with children (60–144 mo) from INADEJ (cases) and children of similar age and sex randomly selected from the education system (Controls). Anthropometric and biochemical indicators, and socio‐demographic variables were included, table 1. Chi square test and odds ratio were estimated. During the last decade, the nutritional status of children living in Arandas, Jalisco are being influenced by socio‐demographic factors of the epidemiological and nutrition transition. This study was sponsored by National Council for Science and Technology, Mexico & Teasdale Corti Grant # 103460–044, Canada.
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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 | 0.001 | 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) | 0.001 | 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".