Voices From The Other Side: Perceptions Of Caregivers On Operating Unregulated Home-Based ChildCare
Bibliographic record
Abstract
The purpose of this qualitative study was to gain a snapshot of the unregulated home-based care sector (UHBC). All seven participants in this study were Caucasian females providing unregulated childcare on a full-time basis within their homes. Data collection took place in the form of semi-structured interviews. The UHBC providers’ perceptions about their work were examined through the theoretical lens of the political economy of care that encompasses features such as social reproduction, grey market economy, transnationalization of care, and solutions that address political economy of care. The analysis revealed that the unregulated services UHBC providers offer embody a political economy of care. However, in addressing a political economy of care, the UHBC providers believe that they are meeting families’ needs, and wish for a better regulation of UHBC. A possible system of UHBC regulation is proposed.
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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 | 0.008 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.011 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| 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".