Aging with Long-term Physical Impairments: The Significance of Social Support
Bibliographic record
Abstract
This article examines the living situations and access to social support for community-dwelling people between the ages of 50 and 65, and who have lived with significant physical impairment for more than 15 years. Data were gathered through in-depth, semi-structured interviews with eight men and women. Findings suggest that coping with long-term impairment may be a lonely experience when the individual lacks a strong network of family and/or friends to offer emotional support. Participants felt their experiences of aging with significant long-term impairment were improved when they shared thoughts, feelings, and problems with others. Findings also show the significance of gender regarding access to social support and point towards the importance of using subjective understanding when ascertaining the level of social support available to individuals. More generally, findings underscore the broader point that individuals aging with impairments are immersed in and wish to maintain reciprocal relationships.
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How this classification was reachedexpand
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| 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 teacher head, 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".