Bibliographic record
Abstract
This chapter considers ways that the early childhood studio nurtures and supports a sense of attunement to children. A studio, as conceptualized through the work at the Canadian Capilano University Children’s Centre and Early Childhood Education Department, is a place where children, educators, and atelierista gather to think together and engage in extended curriculum projects. The authors explore processes of learning about the studio and shed light on emerging studio pedagogies. They explain how the sense of participation with the unknown invited a particular kind of listening to children’s processes, experiences, and interactions with materials. They learned to attune themselves to the rhythm and movements of children in artistic and playful ways, to the social and relational nature of children’s artistry, and to their multiple languages and forms of expression. This attunement invited care, collaboration, curiosity, sensitivity, and thoughtfulness. The chapter illustrates how listening and documenting, with a heightened sense of care, enabled the authors to view children’s perspectives, while honouring their images, creations, narratives, and voices.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.011 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.018 | 0.003 |
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".