Correlates of social support in young adults with advanced cancer
Bibliographic record
Abstract
OBJECTIVE: This study examined the relationship between perceived social support, quality of life (QoL), and grief in young adults with advanced cancer. METHODS: Seventy-one young adults (20-40 years) with advanced cancer were administered measures of social support, QoL, and grief. Regression analyses examined the relationship between social support and QoL and grief. RESULTS: Higher levels of total social support were associated with better psychological and existential QoL and less severe grief. Availability of someone to talk to about problems was also associated with better psychological and existential QoL and less severe grief. Tangible support was associated with better psychological and existential QoL. Availability of someone to engage in activities with was only associated with better existential QoL. CONCLUSIONS: These results suggest that enhancing social support may improve psychological well-being in this population. In addition, specific types of social support may be particularly relevant to the psychological well-being of young adults with advanced cancer.
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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 | 0.000 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".