Participation of Parents and Community Leaders in the Implementation of Early Childhood Education Kotenwalang in Tanjung Bunga District, East Flores Regency
Bibliographic record
Abstract
This research aims to describe the form of participation of parents and community leaders in the performance of PAUD Kotenwalang at Latonliwo Village, Tanjung Bunga District, East Flores Regency. The subjects of this study were the principal, teachers and student parents at PAUD Kotenwalang; as well as residents and community leaders at Latonliwo Village. Data were collected by interviews and observations during the study. The results showed that the forms of parent participation in PAUD Kotenwalang are work partners, liaison of PAUD with the home, supporter of PAUD, involved as volunteers, and supporter of educational goals. While the form of participation of community is as motivator, contributor of resources, and improving the quality of PAUD. The interesting thing found in this study was the highly involvement of parents and community leaders in the performance of PAUD Kotenwalang.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".