Risk factors for stunting among under-fives in Libya
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.
Bibliographic record
Abstract
OBJECTIVE: Stunting is a chronic condition reflecting poor nutrition and health. Our aim was to ascertain major predictors of stunting in children <5 years old in Libya. POPULATION AND METHODS: A nationally representative, cross-sectional, two-stage stratified cluster sample survey enrolled 4549 under-fives from 6707 households. Logistic regression was used to determine individual risk factors in bivariate and multivariate analyses. RESULTS: Anthropometric measurements were available for 4498 children. Among the 929 stunted children (20.7 %), 495 were boys (53.3 %) and 434 were girls (46.5 %). In multivariate analysis, risk factors were young age (1-2 years: OR = 2.32, 95 % CI 1.67, 3.22; 2-3 years: OR = 1.64, 95 % CI 1.22, 2.21), resident of Al-Akhdar (OR = 1.67, 95 % CI 1.08, 2.58), being a boy (OR = 1.28, 95 % CI 1.05, 1.55), having a less educated father (illiterate: OR = 2.10, 95 % CI 1.17, 3.77; preparatory school: OR = 1.71, 95 % CI 1.11, 2.65), poor psychosocial stimulation (no family visits or trips: OR = 1.52, 95 % CI 1.07, 2.16; father rarely/never plays with child: OR = 2.24, 95 % CI 1.20, 4.16), filtered water (OR = 8.45, 95 % CI 2.31, 30.95), throwing garbage in the street (OR = 13.81, 95 % CI 2.33, 81.72), diarrhoea (OR = 1.58, 95 % CI 1.09, 2.29) and low birth weight (OR = 1.8, 95 % CI 1.17, 2.40). Protective factors were older age of father (OR = 0.53, 95 % CI 0.32, 0.90) and water storage (OR = 0.70, 95 % CI 0.54, 0.90). These variables only explained 20 % of cases of stunting. CONCLUSION: Various multilevel actions are needed to improve nutritional status of under-fives in Libya. At risk-groups include those with young age (1-3 years), resident of Al-Akhdar region, boys, father's low educational level, poor psychosocial stimulation, poor housing environment, diarrhoea and low birth weight.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it