Development of a New Resilience Scale: The Resilience in Midlife Scale (RIM Scale)
Bibliographic record
Abstract
Resilience, the ability to maintain or regain positive levels of functioning despite adversity, is one of several strengths that can assist people in positive life adaptation. Midlife (35 - 60 years) is a period when individuals need to adapt to several major changes and challenges. However, no scale exists to measure resilience specifically in the midlife population. Therefore, this study develops a new scale to measure resilience in midlife. The RIM scale consists of 25 items, each self-rated on a 5-point scale (0-4), with higher scores reflecting greater resilience. The scale was administered to a sample of 130 men and women, aged 35 - 60 years, from the normal population. The reliability, validity and factor analytic structure of the scale were evaluated, and reference scores established. The RIM scale demonstrated sound psychometric properties and factor analysis yielded five factors. The RIM scale has potential utility in clinical and research settings.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".