Satisfaction with social care in the <scp>UK</scp>: Assessing the interactive effects of age and ideology
Bibliographic record
Abstract
Abstract Social care is a pressing policy issue in the UK, where it is widely acknowledged that the status quo—including who pays, profits, and receives/delivers care—is unsustainable. Yet we know relatively little about the factors shaping satisfaction with the current system, as most prior research has been either descriptive in nature or focused on assessing funding priorities. This study investigates determinants of social care satisfaction for the UK general population, paying particular attention to the potentially interactive effect of age and ideology. Using 2012–2019 BSA Survey data, we find that middle‐aged respondents are particularly dissatisfied with social care, but that ideology complicates this dynamic: while conservatives were broadly more satisfied with social care than progressives, this ideology effect disappears among older respondents. This result is largely driven by a modest increase in satisfaction among older progressives—though satisfaction remains low even among comparatively more satisfied groups.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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) | 0.000 | 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".