Bibliographic record
Abstract
ECOWAS Agreement 514 Ethiopia, famines 469, 470, 481 livestock exports from horn of Africa, concerns over 518-19 agri-environmental governance models under CAP 113-24, 532 biodiversity gains, moderate 119 cross-compliance commitment 116 decoupled payments under Pillar II 118-19 direct income transfers 116-17 export subsidies, abolition of 117, 118 and fiscal retrenchment 118-23 Less-favoured Areas Directive (Directive 75/268) 116 multifunctionality in WTO 116-18 neo-liberal model 117-18 and New Public Management 121 'payments for ecosystem services' (PES) 119-23 'payments for ecosystem services' (PES), entrepreneurialism aspect 121-2 'payments for ecosystem services' (PES), results-orientated payments 121 restructuring policy and Mansholt Plan rejection (1968) 115 rural development programmes 115-16 scientific assessments, scarcity of 119 Single Farm Payment and Mid-term Review 117, 118 state funding of green payments 114-15 working lands, sustaining commitment to 114-16, 118-19, 121, 123 WTO Green Box compatibility 117 see also environmental dimension of agriculture and CAP agri-food EU as net exporter 446, 447 trade with developing countries 487, 490 'agricultural activity' requirement and Direct Payments Regulation 422-4, 429-31 see also direct payments Aid for the Needy scheme 23 Albissini, F. 369 Alcohol Labelling Directive 273 see also food labelling requirements and CAP 2020 aims Alston, P. 467, 475, 476 Anania, G. 497 Anderson, K. 3, 404 animal breeds as PDO 292 see also Quality Schemes for Agricultural Products and Foodstuffs Regulation animal welfare legislation and public morality 323-40, 534 Battery Hen and Broiler Chicken Directives 336, 338-9 Cat and Dog Fur Regulation 336, 337-8 CIWF (Compassion in World Farming) and animal exports 334-5 export of live cattle 332-5 Foot and Mouth Control Directive 335 free movement of workers 331-2 harmonizing EU legislation, importance of 324, 333, 334, 335, 336 Inuit hunt exception, and UN Declaration on the Rights of Indigenous Peoples 324, 327 Leghold Trap Regulation 336, 337 morality in CJEU decisions 332-6 organic food and farming 319 public morality as factor in internal market decision-making 329-30 seal products, Canadian and Norwegian litigation 325-9 seal products, exceptions to products being placed on market 324 Seal Products Regulation 324-9, 337, 534 Seal Products Regulation, public morality definition 325-7, 330 TBT Agreement 327 third country animal welfare, legislating for 336-9 UK Customs Consolidation Act 329-30 WTO 323, 325-9 see also livestock Annan, K. 463, 464, 465 antibiotics in animal farming, concerns over use of 309, 314, 319 Antón, J. 86-110, 449 apicultural aid schemes 68, 78, 79 Applegate, J. 341 arable land as ecological focus area (EFA) 428-9 extent 127 green measures to modify cropping 145-7 Area of Outstanding Natural Beauty, UK 162, 163 Areas Facing Natural Constraints (ANCs) 55, 56, 140, 192, 197 Attias, A. 381 Austria agri-environmental measures 240 agricultural employment 38 direct payments 31, 32, 35 food-based biofuels 216 insurance programmes 90 organic food consumption 240 Index 543 drivers for promotion of biofuels 211-15 Energy Crop Payment removal 212, 213 and energy security 204, 206, 211 environmental dimension 130-31 EU Strategy for Biofuels 207, 211, 212 food-based biofuels, removal of incentives 216-20 Fuel Quality Directive 207, 209-10, 215, 216, 218 GHG emissions reductions 208-9, 210, 211, 213-14, 215-17, 219 groundwater pollution claims 215 income diversification opportunities 211 indirect land-use change (ILUC) 205-6, 210, 214-18, 219-20 land conversion protection 209 market building focus 207, 208, 210, 211 National Renewable Energy Actions Plans (NEAPS) 208 production target 207-8 rapeseed production for biodiesel 214 and Renewable Energy Directive 204, 207-8, 209, 210, 211, 213, 215, 216, 217-19, 522-3 rural development, opportunities for sustainable 211 set-aside scheme removal 212, 213, 214-15 sugar production and support for development of biofuels industry 212-13 sustainability requirements 206-7, 208-9 transport fuels, biofuels use in 206, 210,
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.035 |
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".