Simplified screening for overweight in children using the 2007 <scp>WHO R</scp>eference
Bibliographic record
Abstract
OBJECTIVE: The aim of this study was to develop a screening instrument for easy identification of overweight in children and adolescents. METHODS: Data derived from the 2007 Growth Reference published by the World Health Organization (WHO) were utilized to compute gender-specific screening values for identification of overweight in 5- to 19-year-olds. Computations were based on age- and gender-specific +1 standard deviation z-scores for the body mass index and calculated for the various height percentiles at 6-month age intervals. RESULTS: The simplified approach for identification of overweight consisted of two tables, one each for girls and boys. Each table described the screening values for overweight at 6-month age intervals for all the 11 height percentiles described in the 2007 WHO Reference. CONCLUSION: The simplified approach uses only the child's height and weight measurements and without any additional computation provides an assessment of overweight status in children and adolescents.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".