The Relationship of Pain and Cognitive Impairment with Social Vulnerability—An Analysis of the Canadian Study of Health and Aging
Bibliographic record
Abstract
OBJECTIVE: The objective of this study was to delineate the relationship between noncancer pain and cognitive impairment with social vulnerability. DESIGN: The study was designed as a cross-sectional analysis of the Canadian Study of Health and Aging, 1996 wave. SETTING: Community-dwelling older adults in Canada. SUBJECTS: 3,776 study participants. OUTCOME MEASURES: Pain was categorized as no or very mild pain vs moderate or severe pain. Cognitive impairment was dichotomized from the Modified Mini-Mental State Examination (0-100) to no (>77) or impairment (77 or <). Social vulnerability (outcome) was operationalized as the accumulation of 39 possible self-report variables related to social circumstance, scores range from 0 to 1, where higher scores indicate greater vulnerability. Additional covariates included demographics, depressed mood, comorbidity, and functional impairment. Bivariate and multivariate relationships between pain and cognitive impairment with social vulnerability were assessed using t-tests and linear regression, respectively. RESULTS: Of 5,703 respondents, 1,927 were missing a component of the social vulnerability index and of these nine were missing a pain response, leaving 3,767 (66.1%) of the original sample. A total of 2,435 (64.6%) reported no/mild pain and 3,435 (91.2%) were cognitively intact. The mean (standard deviation) social vulnerability index was 9.97 (3.62) with scores ranging from 1.12 to 26.85. Moderate or severe pain 0.44 (95% confidence interval [CI] 0.21, 0.66, P < 0.01) and cognitive impairment 0.49 (95% CI 0.13, 0.86, P < 0.01) were independently associated with social vulnerability, but the interaction term was not statistically significant, 0.40 (95% CI -0.32,1.14, P = 0.27). CONCLUSION: Pain and cognitive impairment are independently associated with social vulnerability. Improvements in pain management might mitigate social vulnerability in a growing number of older adults with either or both conditions.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 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".