Organizational Form, Parental Involvement, and Quality of Care in Child Day Care Centers
Bibliographic record
Abstract
This research compares cooperative child day care centers to for-profit and independent nonprofit centers in terms of parental involvement in operations (such as fundraising and classroom participation), parental involvement in governance (specifically, serving on the board and attending the annual meeting), and quality of care. It also tests whether parent control of the board is associated with quality. Findings show that cooperative centers feature greater parental involvement in operational aspects, including fundraising and care of the center or grounds compared to for-profits and independent nonprofits. Cooperatives are also more likely to have parents on their boards and feature boards with parent majorities compared to independent nonprofits, although more than half of these nonprofit centers also have parent-controlled boards. Results also show that while the cooperative form, tested as a distinct organizational type, is not a predictor of quality, parent control of the board is a positive predictor of this outcome.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".