Bibliographic record
Abstract
Abstract.The gap between child care research and policy is growing in BC. While policy changes are what one would expect from the right-of-centre Liberal government, the gap runs contrary to its expressed commitment to the design of early childhood development policy on the basis of ‘science.’ The BC child care domain thus provides a rich context in which to examine how ideology mediates the consumption of research in the political arena. This article argues that the government's ‘choice’ discourse facilitates the articulation of neoliberal principles in a rhetorically neutral way while casting doubt on scholarship that illuminates gender and class inequalities. Résumé.L'écart entre les recherches au sujet de soins d'enfant et la politique s'élargit en Colombie-Britannique. Pendant qu'on prévoit ces changements d'un gouvernement libéral droit-du-centre, l'écart dément son engagement de concevoir la politique de development de la petite enfance d'après la “science”. Ainsi la domaine de soins d'enfant en Colombie-Britannique fournit un contexte riche pour examiner comment l'idéologie s'interpose dans la consommation de recherches dans l'arène politique. Cet article soutient que la soi-disant dialogue de “choix” du gouvernement facilite l'articulation des principes néolibéraux d'une manière neutraliste pendant qu'on soulève du doute à l'érudition qui illumine des inégalités de genre et de classe sociale.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.049 | 0.030 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.029 | 0.136 |
| Scholarly communication | 0.024 | 0.008 |
| Open science | 0.003 | 0.015 |
| Research integrity | 0.007 | 0.010 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".