Quality in Chinese Preschool Classrooms: Its Structural Influencing Factors and Associations with Child Development
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
Research Findings: Process quality, reflecting teacher instructional methodologies and teacher-child interactional quality, directly impacts child outcomes and has become a focal point as early childhood education and care (ECEC) programs expand globally. This expansion underscores the urgency of establishing suitable structural and professional standards. To contribute to this discourse, this study aims to investigate the structural influencing factors of process quality and its associations with child outcomes. Ninety-six classrooms (202 teachers) were observed to measure their classroom process quality using ECERS-E and SSTEW observation scales, while 547 children were evaluated on emergent literacy, numeracy, and social-emotional skills. Multilevel modeling revealed that the child-to-teacher ratio, the preschool type (private vs. public), and the preschool classification (district, city, province-level) were significant influencing factors of process quality. Science and diversity instruction, and critical thinking support were associated with children’s academic and social-emotional development. Practice or Policy: The associations between different aspects of process quality on child development outcomes provide valuable guidance for targeted professional development on science, diversity, and the support of critical thinking in preschools.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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