Is there a future for the informal homecare of older people in a changing society?
Bibliographic record
Abstract
The objective of the research reported here was to provide an opportunity to raise issues relevant to the ongoing debate on informal care of older people by exploring the attitudes of both men and women towards the care of dependent older people. The sample (n = 174) was drawn from age cohorts 20-39 years (n = 90) and 40-59 years (n = 84). The men and women who participated in the study were members of the general public. The self-administered survey questionnaire was designed to examine attitudes towards the informal care of older people and to determine if men and women differ not only in attitude but also in their willingness to undertake certain aspects of care, and whether the age of the respondent was likely to be a defining factor. Statistical analysis was conducted using SPSS. The results established that an overwhelming majority of women demonstrated a greater willingness to provide care to a dependent older relative.
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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 | 0.008 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.008 |
| Scholarly communication | 0.006 | 0.011 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".