Assessing Resilience in Older Adulthood: Development and Validation of the Resilience Scale for Older Adults
Bibliographic record
Abstract
This study presents on the initial development and validation of the Resilience Scale for Older Adults (RSOA). This new measure is based on a theoretical model of resilience grounded in qualitative research conducted with older adults. The scale consists of four resilience protective factors with 11 underlying facets. The Intrapersonal factor consists of Perseverance and Determination, Self-Efficacy and Independence, Purpose and Meaning, and Positive Perspective. The Interpersonal factor consists of Sense of Community, Family Support, and Friend/Neighbour Support. The Spiritual factor consists of Faith and Prayer, and the Experiential factor consists of Previous Adversity and Proactivity. The findings of three independent studies using older adult samples support the four-factor, 11-facet structure of the RSOA. Results also provide promising initial reliability and validity information, and analysis of gender invariance suggests that the factor structure is comparable across men and women. Implications for the applicability of the RSOA in research and clinical settings are discussed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".