Cities and agriculture developing resilient urban food systems
Bibliographic record
Abstract
pour le Maintien de l'Agriculture Paysanne (Associations for the Maintenance of Peasant Agriculture) APA American Planning Association AR5 Fifth Assessment Report of the IPCC As arsenic ASF animal source food AVRDC the World Vegetable Center (formerly: "Asian Vegetable Research Centre") BMI body mass index BSE bovine spongiform encephalopathy, commonly known as mad cow disease CAP Common Agricultural Policy of the European Union CBA cost benefi t analysis CBD Convention on Biological Diversity (UN) Cd cadmium CDKN Climate Change and Development Knowledge Network (UK) CFF Cities Farming for the Future (a RUAF programme) CFS Committee on World Food Security CGIAR Consortium of 15 international agricultural research organisations (originally founded as the "Consultative Group on International Agricultural Research") CIRAD Centre de coopération Internationale en Recherche Agronomique pour le Développement Abbreviations And Acronyms xv CLT community land trusts C/N carbon/nitrogen ratio CO 2 carbon dioxide CPULs continuous productive urban landscapes Cr chromium CSA Community Supported Agriculture Cu copper CWP Center for Watershed Protection (USA) DEP Department of Environmental Protection (New York City) DPSIR Driving forces, Pressures, State, Impacts, Responses (an assessment framework) DPU Bartlett Development Planning Unit, University College London DRR disaster risk reduction ECHO European Commission's Humanitarian Aid and Civil Protection Department EKW East Kolkata Wetlands EKWMA East Kolkata Wetlands Management Authority EMPs environmental management plans ENPHO Environment and Public Health Organization (NGO, Nepal) Top of Form EPA Environmental Protection Organization (USA) FAO Food and Agriculture Organisation of the United Nations FEU family economical unit FStT From Seed to Table (a RUAF programme) GAP good agricultural practices GBH gravel bed hydroponic system GHG greenhouse gas (emissions) GIS geographical information systems HACCP hazard analysis and critical control points HighARCS Highland Aquatic Resources Conservation and Sustainable development project (EU) HIV human immunodefi ciency virus HOPSCOM Horticulture Cooperative Horticulture Marketing Society (India) IAP integrated action plan ICLEI ICLEI-Local Governments for Sustainability (founded as the International Council for Local Environmental Initiatives; an international association of local governments) ICM impervious cover model ICRC the International Committee of the Red Cross (Switzerland) ICRISAT International Crops Research Institute for the Semi-Arid Tropics IDPs internally displaced persons
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 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; a candidate call from one source (direct Gemma or distilled Codex), 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".