Does the family care best? Ideals of care in a familialistic care regime
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Informal caregiving for older family members is increasingly recognized and encouraged by public policies. This is even more the case in familialistic countries such as Austria. This article aims to examine the role of the family in the care culture of a familialistic care regime through the experiences of care dyads combining upwards intergenerational family care and formal care services. The analysis is based on framework analysis of 48 face-to-face interviews, almost all conducted separately, with 24 care dyads of older care users (average age 86 years old with moderate to high care needs) and their main informal carers in Austria combining formal and informal care. A quarter of caregivers and care receivers were male. We identified four different ideals (family care, preferences, involvement, gendered care) which were distributed across different groups of Socio-Economic Status (SES) and described by women and men.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it