Inclusive Early Childhood Settings: Analyses of the Experiences of Thai Early Childhood Teachers
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
Findings from child development research support inclusive practice in early childhood education to enable full participation of all children in learning activities and build their core capabilities for life. However, the implementation of inclusive practices in early childhood is often constrained by boundary-crossing barriers. This paper reports a quantitative study that investigated and analysed the inclusive practice experiences of 344 pre-school teachers across the six regions of Thailand. The study identified positive experiences of inclusive practices linked to effective collaboration with minimal barriers related to time, increased workload and lack of resources to help teachers cater to the needs of all children. The findings offer direction for developing teachers as leaders to work effectively across professional boundaries so that Thailand can achieve the goals of inclusive education for all children.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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