Bibliographic record
Abstract
Aamjiwnaang First Nation (Canada) 85-95 overview of environmental justice efforts 85, 87 body burden testing of 92-3 bucket brigades strategy 93-4 chronic pollution contamination of 88-92 Health and Environment Committee 91 health impacts 90-92 legal action by members 95 Aanishnaabek peoples see Aamjiwnaang First Nation (Canada) Aarhus Convention on Access to Information, Public Participation in Decision-making and Access to Justice in Environmental Matters (UN) 27-8, 132, 223 Aboriginal and Torres Strait Islander Commission (ATSIC) (Australia) 70 Aboriginal Australians, climate change impacts on 67-81 overview 67-9 coastal communities 72-3 cultural heritage sites 294 data collection and 70-71 development opportunities 80-81 economic impacts 72-3 government carbon pricing policies and 69, 74-81 health impacts 73 housing 73, 76, 79 policy-making input by 70 poverty and 77 remote areas 72, 77-8 aboriginal subsistence whaling (ASW) 100-108, 111-12, 115, 117-18 see also International Whaling Commission (IWC) ABS General Social Survey (GSS) (Australia) 70-71, 80, 81 Academy of Environmental Law (IUCN) 1-2 access to information rights see Mexico, access to information rights adaptation apartheid 12 Adaptation Fund (UN) 276 Additional Protocol to the American Convention in the Area of Economic, Social and Cultural Rights (OAS) 35 administrative law judges (ALJs) 229 Africa biomass consumption in 275 levels of FDI 273, 276 limitations on sustainable development via CDM 268, 269, 270-275 overcoming barriers to CDM 276-7 see also individual countries Africa Carbon Forum 271 African-Americans 11, 13, 130 African Charter on Human and Peoples' Rights 44 African Commission 29, 38 A.K. Filing Station appeal (NET) 257, 259 Alaska (USA) pro-whaling lobbying by 115 public trust doctrine in constitution 42 Alaskan Inuits, subsistence whaling by 101-7 alternative dispute resolution (ADR) 144, 228, 231-2, 238-40 Amazon Declaration 35 American Declaration on the Rights and Duties of Man, 34-5 American Rule, litigation costs 230 Angkor Archaeological Park (Cambodia) 290 Antigua 108, 109 appeal court ECTs
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 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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.796 | 0.655 |
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".