Fragilidade e apoio social e familiar de idosos em contextos de vulnerabilidade
Bibliographic record
Abstract
Objective: to analyze the relationship between of frailty and the family social relationships of the elderly in a context of social vulnerability. Methods: a cross-sectional study with elderly people enrolled in five Reference Centers for Social Assistance. Sample for convenience composed of 247 elderly. For data collection, a sociodemographic questionnaire, Edmonton Frailty Scale, Genogram and Eco-maps were used. Social vulnerability characterized according to Social Vulnerability Index. Results: of the respondents, 41.7% did not present frailty, 21.5% were apparently vulnerable and 36.8% frail. There was no significant difference between frailty and family relationship. There was significant difference between frailty and external attachment (p=0.010), indicating that elderly individuals with frailty at some level had a limited external link. Conclusion: elderly people who have a close relationship with family members, did not present frailty, while the majority of the elderly who do not have external ties, presented some level of frailty.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".