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
Despite the minimal attention paid by philosophers to gardening, the activity has a myriad of philosophical implications—aesthetic, ethical, political, and even edible. The same could be said of community food security and struggles for food justice. Two of gardening’s most significant practical benefits are that it generates communal solidarity and provides sustenance for the needy and undernourished during periods of crisis. In the twentieth century, large-scale community gardening in the U.S. and Canada coincided with relief projects during war-time and economic downturn. More recently, small-scale gardening projects have emerged in schools, blighted urban areas, and communities of activists committed to increasing food security and resisting neo-liberal city planning policies. It is therefore surprising that pragmatist philosophers, who typically work at the nexus of theory and practice, have remained relatively silent about the relationship between gardening and food security. If more were to take up the challenge, they would find considerable guidance from several contemporary scholars working in diverse disciplines, from cultural geography to community studies, who explore the topic in a number of non-philosophical, though equally effective and imaginative, ways (e.g., ethnographic and action research). In this paper, I propose a tentative pragmatist model for understanding how gardens make our food system more secure—a model inspired by John Dewey’s writings on school gardening, which I call the pragmatic pyramid.
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 | 0.000 |
| 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