A multinational comparison of care-leaving policy and legislation
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 Care-leavers – those transitioning from alternative care towards young adulthood – are widely recognized as a vulnerable population, yet child protection legislation seldom applies to them because they have reached adulthood. Despite this, little internationally comparative research on care-leaving policy and legislation has been conducted. This paper maps multinational policy and legislation and its impact on the services to care-leavers and the challenges they experience. An online survey was conducted with key informants in 36 countries and analysed by a multinational team of care-leaving scholars. Findings reveal that few countries have well-developed care-leaving legislation. Most countries provide little aftercare beyond the age of 18, even when legislation provides for it. Within the context of suboptimal social policy and limited aftercare services, findings also reveal high vulnerability among care-leavers. Recommendations for policy development, global dialogue, further research and advocacy are proposed.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 it