Bibliographic record
Abstract
Embodied encounters in and with crafting as method led to knowing with making in this research. A crafted bricolage of photographs from young children (aged 15 months to 5 years) was created at their early childhood centre. The children’s photographs became material for further thinking as they were transferred to fabric and combined into a quilt that was tie quilted by children and the researcher as artist/researcher/teachers (Springgay, Irwin, Leggo, & Gouzouasis, 2008). Our craft processes in quilt making initiated ongoing integrated art-making, teaching/learning, and conversations with and without words. Much research in early childhood has a focus on the child, but what do children focus on, and how might they be more than participants? Rich experiences throughout the co-creation of the quilt as a living inquiry provided spaces for learning and knowledge making. Craft as research and a piece of art to display for the learning community provoked questions and opened understandings about and with young children, their preferences, and their capacity as co-researchers.
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.
How this classification was reachedexpand
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 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.001 |
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 teacher head, 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".