COVID-Related Perceptions of the Future and Purpose in Life Among Older Canadian Women
Bibliographic record
Abstract
Global events that prime thoughts of proximity to death (e.g., the COVID-19 pandemic) can compress individuals’ perceptions of future time horizons, and previous studies have found that compressed time horizons can be beneficial for older adults’ well-being. However, findings from recent studies are mixed, and studies of well-being during the early months of COVID-19 show that older adults have fared comparatively well. The current study examines relationships between Future Time Perspective (FTP), COVID-19 impact, and purpose in life (PIL) among older Canadian women ( N = 190; ages 59+). We expected that total FTP would be positively associated with PIL but that FTP subscales would be associated with PIL in different ways; COVID-19 impact would not be associated with PIL, but COVID-19 impact would moderate the FTP-PIL relationship. We found partial support for these hypotheses, as well as prevalence of social connection themes in open-ended question responses regarding COVID-19 impact.
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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 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".