Bibliographic record
Abstract
Abstract The research on the positive effects of children’s learning in and with nature is persuasive yet a deeper examination of the contemporary and historical discourses suggests that the school garden has been neither welcoming nor accessible to all children. Its detrimental effects on groups of children have been masked within the discourses of urban children’s health and wellbeing, environmental stewardship, and children’s connection with nature. The school garden has been used historically to enact adult agendas to contain and protect urban children from the social ills of modernity; civilise and assimilate marginalised, impoverished, and immigrant groups; and make future industrial and agricultural labourers who would in turn, entrench the white affluent society’s economic and social positions. In this sense, the school garden was used to reinforce patriarchal, colonial, white supremacist, and eugenic aspirations. We consider the school garden movement in North America through a discourse analysis of historical school garden texts to explore how childhoods were culturally constructed and how these discourses have influenced children both in the past and present.
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 | 0.000 | 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 | 0.000 | 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) | 0.004 | 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; both teacher heads agree on what is shown here.
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".