Bibliographic record
Abstract
The literature on the phenomenon of community resistance to local siting of undesirable facilities, the so-called ;not in my backyard' syndrome (NIMBY), emphasizes community civic characteristics and motivation. We describe a case study in which prior political history played an important but not obvious role. The Aurum project was a proposed landfill for the city of Edmonton, Alberta (Canada) proposed in 1989 and 1990 for an isolated and mostly vacant site within city limits but across a river from the developed area. The siting was bitterly but successfully opposed by the government and residents of the adjacent area. Investigation determined residual, unspoken resentment among county residents against an attempt by the city to annex it decades before. It was concluded that in this instance, and probably many others, the political history of the community plays a major role in conditioning their response to ;locally undesirable land use' (LULUs) and the NIMBY phenomenon.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.027 | 0.008 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".