The “Illusion” of Childcare Reform: The Child Care Expense Deduction, Tax Expenditures, and Social Policy
Bibliographic record
Abstract
In most historical work on Canadian childcare policy, the tax system is treated as an afterthought. This article does the opposite by considering the introduction and operation of the Child Care Expense Deduction (cced), introduced in 1971, as part of the history of childcare policy and politics. The cced had a significant impact on how childcare policy unfolded in the decades following its introduction. By offering cash transfers to some working parents, and disproportionately to higher-income families, the cced helped both to reinforce the idea that childcare was a private responsibility and to subsidize the private and for-profit childcare market. Over time, supported by a growing constituency of interests who benefited from tax breaks, the tax-based approach to childcare support became entrenched. The cced was among the combination of factors that helped forestall the possibility of a universal childcare program in Canada.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.011 |
| Science and technology studies | 0.005 | 0.021 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".