The association between church attendance and obesity-related lifestyle behaviours among New Zealand adolescents from different Pacific ethnic groups
Bibliographic record
Abstract
INTRODUCTION: Obesity is disproportionately prevalent among Pacific population groups in New Zealand. Lifestyle behaviours of excessive consumption of high energy, unhealthy foods and inadequate physical activity are risk factors for obesity that can be modified. AIM: To identify and describe the risk factors for and protective factors against obesity among Pacific Island (PI) adolescents who attend church and compare them with PI adolescents who do not attend church. METHODS: We investigated the lifestyle behaviours of 2495 PI adolescents at six secondary schools in Auckland, New Zealand (NZ), 77% of whom attend a church or other place of worship. The cross-sectional survey was undertaken in 2005. Structured individual interviews and anthropometric measurements were undertaken. RESULTS: Church attendees had a higher mean body mass index (BMI) compared with non-attendees (BMI 27.4 vs BMI 26.6), adjusted for age, gender and PI ethnicity (p=0.01). The weight status of attendees was associated with less healthy breakfast and lunch sources, lower levels of physical activity, and limited knowledge of the risk factors for obesity (p<0.05) DISCUSSION: Culturally appropriate and ethnic-specific weight management interventions, including monitoring and policy development programmes, are needed urgently to change pro-obesity lifestyle behaviours in PI adolescents and to avoid the burgeoning future obesity-related illnesses that would otherwise result. The church may be an important venue and change agent in the prevention of obesity for this population.
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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 | 0.000 |
| 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 | 0.000 |
| 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".