Speculative spaces: Children exploring socio-ecological worlds with mythical nature spirits
Bibliographic record
Abstract
Drawing on Donna Haraway's notion of speculative fabulation, in this study the authors investigate how a pedagogy grounded in mythical nature spirits, children's imaginative explorations and storying activities created spaces for children to explore socio-ecological worlds. Their inquiry draws on an ethnographic case study of three children (aged seven to eight) in a Finnish primary school who participated in a cross-curricular unit framed by a set of pedagogical materials called ‘The Riddle of the Spirit’. Their inquiry shows how speculative fabulations emerged into performing spaces, in which imaginary fabulations of humans, spirits and places created alternative narratives about more-than-human relations. Such fabulations emerged when the children became spirits, when the spirits were transformed from kings to queens, and when trees that humans had cut down could be revived and returned to the forest. Thus, the authors’ inquiry suggests that myths embedded in storying activities can offer unexplored educational opportunities to invite children to attend to and imagine socio-ecological worlds.
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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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.016 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".