Appropriate Measures? Supporting Parents with ID in the Context of the CRPD
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
The international literature continues to show that parents with intellectual disabilities (ID) do not receive proper support and face disproportionate rates of custody deprivation. Despite the efforts of activists, critical scholars and some progressive support workers, it seems that the situation of parents with ID have not improved much. Iceland ratified the United Nations Convention on the Rights of Persons with Disabilities (CRPD) in 2016. This contribution is one part of a larger project that aims to explore the impact of the ratification of the CRPD on service responses to parents with ascribed ID. Thirteen in-depth interviews were conducted with staff supporting these parents. The findings indicated attitudinal and organizational barriers to realizing the goals of the CRPD in this area. However, the findings also indicated a number of pathways forward upon which to build and which may help to produce better outcomes for parents with ID.
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 | 0.026 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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