A Self-Referent Thinking Model: How Older Adults May Talk Themselves Out of Being Physically Active
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 qualitative study was to ground current theory on exercise behavior with authentic voices of older adults as they thought about physical activity. Aged 55 to 92, 41 adults of various activity levels provided interviews with regard to personal experiences, health issues, and motivation for active lifestyles. Key constructs from four contemporary health behaviour theories were integrated into a decisional balance template. Interpretive analysis organized positive and negative thinking on the template and thereby animated important theoretical constructs with the actual voices of older adults. Although generally supporting current theoretical models, the surprising finding was that active people expressed as much negative self-talk as did inactive people. However, they differed in their ability to balance each issue with strong positive thinking based on previous personal succesess and direct experience of benefits. This finding suggests that promoting health through lifestyle change is very difficult to do without positive past-mastery experiences.
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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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it