The Influence of Personality on Falling and Engagement in Daily Activities by Community-Dwelling Older Adults
Why this work is in the frame
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Bibliographic record
Abstract
The purpose of this study was to investigate the influence of personality, confidence, health, and well-being on engagement in daily activities in 199 seniors (mean age 79 years) who were fallers or feared falling. Personality, particularly extroversion, was a major determinant of engagement in activities outside the house (p < 0.001). Within the house, confidence significantly influenced independence and was associated with formal home care provision (p < 0.001). Confidence was influenced by fear (p < 0.001), subjective health (p < 0.001), and personality (p < 0.01). An older adult's personality significantly influences the impact of falling and fear of falling on their lifestyle.
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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 | 0.002 | 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 | 0.001 | 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 it