Childcare, co-production and the third sector in Canada
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 This paper reviews Canada's market-based childcare 'system' and considers its capacity to deliver universal services. Canada mainly relies on parent-controlled centres for delivery, in the near absence of publicly-provided services. Canadian childcare is characterized by frustrated national and provincial policy capacity, a high degree of commercial childcare, inequities in service distribution, and the burdening of parent-users (particularly mothers). This form of co-production poses considerable problems for the federal government, which has recently declared its intention to build a national system of early learning and care. The policy architecture makes a national system of early learning and childcare structurally unobtainable. This gap between political vision and local feasibility is explained through an analysis of service delivery, management and policy development. The paper concludes that co-production must shift if Canada is to implement a universal early learning and childcare program, but warns such change does not appear to be forthcoming.
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 | 0.002 | 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