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
Magical playscapes are environments rich with colours, smells and textures; where scale and physical traits are attuned to create fairy-like charm or th awe of the gargantuan and the creatures of myths and enchanted tales are invited to share in the play. Authors Frost and Talbot explain that, "such playscapes extend possibilities; expand awareness; transcend the common; and enhance opportunities for children to wonder, create and experiment, and thus to grow" (1989, p. 15).Students were asked to create a magical playscape for their term 2 field placement. My goal in creating a magical playscape was to build a space where each child was welcome, felt supported, and free to play within the given space or to recreate it; I wanted them to feel unencumbered by adult rules or boundaries and to find within this area their own "magical state of being" (p. 14).ReferenceFrost, J., & Talbot, J. (1989). Magical playscapes. Childhood Education, 66(1), 11-19
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 | 0.001 | 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 | 0.000 |
| 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