Connecting culturally and spiritually to healthy eating: A community assessment with Native Hawaiians
Bibliographic record
Abstract
Many of the chronic illnesses disproportionately experienced by Native Hawaiians are directly related to poor diets and long-standing obesity beginning in childhood. We report on the findings of in-depth key informant interviews (N=14) that took place in two Native Hawaiian communities as part of a larger, community-based participatory research study that included a community assessment through individual interviews and focused group discussions, and a pilot intervention targeting pregnant women, their infants, and families. Four categories emerged from the qualitative analysis of interview transcripts that described an understanding of "healthy eating": family roles and responsibilities, aspects of community and physical environment, deeper spiritual meaning of food, and ways of operationalizing personal eating choices. The findings revealed previously undocumented intergenerational influences on healthy eating patterns and informed the design of the next study phases and are of significance in targeting nutritional interventions for Native Hawaiians.
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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 | 0.002 | 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 | 0.015 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".