The School of No Fun and No Play: Learning How to Create Supportive Environments from Children with Osteogenesis Imperfecta
Bibliographic record
Abstract
Abstract Children with medically complex dis/abilities hold sophisticated views on effective school leadership, adapted built environments, inspiring peer solidarity, catalyzing transformational solutions and a possible school-hospital liaison model to support student well-being. Using child-centric collaborative techniques, this ethnodramatic study engaged children with osteogenesis imperfecta ( oi ), a rare genetic disease, to create a children’s book describing their moral experiences to be disseminated to other children and families. Children living with oi experience ongoing medical interventions and dis/ability that broadly jeopardized the quality of their academic experience relative to their peers. As such, children living with oi offered trenchant insight into what supports and thwarts operationalization of their values and highlights the programs, leadership, services and paradigm shifts they feel that they need to flourish in the academic context.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".