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
The Millennium Development Goals and Agenda 21 objectives have generated international research initiatives in the emerging field of urban agriculture (UA); these efforts in productive growing and food production in the urban domain are gaining pre-eminence. UA was first coined in the 80s by agro-economists who recognized informal gardening practices in southern cities (Ba et all), but it no longer is uniquely associated to the South. UA includes a broad rage of activities: the cultivation of plants, medicinal and aromatic herbs, fruit trees, and the raising of animals, poultry and fish to support the household economy, the site's ecology, as well as social and cultural activities. Thus, UA cuts across multiple disciplines - such as development, urban geography, food security, city planning, landscape architecture, urban design, housing, farming and agronomy - all of which are touched upon by the academic and professional contributors in this special issue of Open House International.
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 | 0.001 |
| 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 | 0.001 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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