Correlates of Health-Related Quality of Life for Māori Elders Involved in a Peer Education Intervention
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
The purpose of this study was to identify social determinant and communication correlates of health-related quality of life for kaumātua (Māori elders) in New Zealand. A total of 209 kaumātua completed a self-report survey of self-rated health, physical/mental quality of life, spirituality, and a series of questions about social determinants (e.g., factors related to income) and communication variables (e.g., loneliness, social support, cultural identity, and perceived burden/benefit). The survey was baseline data for a peer education intervention to help kaumātua work through life transitions in older age. The main findings of this study were that social determinants, particularly difficulty paying bills, accounted for a small amount of variance in physical/mental quality of life and self-rated health. Further, the communication correlates of loneliness, perceived burden, and desired support accounted for about three times as much variance in these two outcomes all with negative associations. Strength of tribal identity, importance of whānau (extended family), and knowledge of tikanga (customs and protocols) accounted for a moderate amount variance in spirituality with positive associations. These findings have important theoretical and practical implications for positive aging.
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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 | 0.013 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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