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
Stigma devalues, discriminates, and magnifies social inequalities. For children in care, who have far worse educational outcomes than children who are not in care, stigma negatively effects the others’ perceptions, as well as the children’s perceptions of themselves. This paper is drawn from a larger research project which considered the ways in which school leaders supported children in care in their schools and the barriers they experienced in doing so. Engaging with the interviews of school leaders and drawing on poststructural theory, I critically explore schooling discourses related to being in care and how these in/form the subjectivities of children in care. The analysis illustrates how being in care inscribes discourses of deficiency, erasure, and vulnerability, and as a stigmatized identity marker enacts inequalities and exclusions by and within school. The discourses related to being in care magnify children’s precarity, determining certain norms of recognition including who cannot be—or are not allowed to be—seen as student-subjects.
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