Consequences of Financial Strain for Psychological Distress among Older Adults: Examining the Explanatory Role of Multiple Components of the Self-Concept
Why this work is in the frame
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Bibliographic record
Abstract
Guided by a sociological perspective on mental health encapsulated in a stress process perspective, the authors examine the role of mastery, self-esteem, and mattering in explaining how financial strain is associated with symptoms of depression, anxiety, and anger in older adults. Analyses focus on the Caregiving, Aging, and Financial Experiences study, a national longitudinal survey of Canadian older adults conducted in the fall of 2021 and 2022 ( n = 3,977). Financial strain is associated with greater psychological distress across outcomes, but most strongly with anxiety. Although financial strain depletes mastery, self-esteem, and mattering, only mastery and self-esteem act as mediators between financial strain and psychological distress, with mastery predominant. This research suggests that a sociological perspective on stress and mental health can inform efforts to enhance the well-being of an aging population by identifying how reinforcements to the self-concept may truncate the consequences of financial challenges for psychological distress in later life.
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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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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