Watching change: attuning to the tempo of decay with pumpkin, weather and young children
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
This paper follows a group of young children in an early childhood education setting and their growing acquaintance with a pumpkin over a five-month period. During this time, relations were forged between the pumpkin, weather and the children, and as we observed these emerging relations, we found ourselves attuning to the change of pace this brought to thinking and learning in the centre. In turn, we came to recognize this as the work of a collaboratory. In this paper, we consider the resilience, practices and demands that arise from being in the presence of a pumpkin-weather-child collaboratory. Weathering interrupts and destabilizes routine thinking. Pumpkins weather with wind, snow, sun, critters and rain. Pumpkins also weather whims of human consumption and land management practices as they are reconfigured to meet the demands of human traditions. Children draw educators and researchers into noticing the shifts and tensions unfolding with the tempo of pumpkin decay. Working with a pumpkin-weather-child collaboratory brings opportunities to reconsider the politics and practices of tempo and change in working with children, in early childhood education settings and beyond.
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 | 0.000 | 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