Of Milestones and Maelstroms: Two Centuries of the Common Property Debate
Bibliographic record
Abstract
"The purpose of this paper is to build bridges. It therefore offers an insight into the manner in which the common property debate has crossed boundaries of several disciplines in history, jurisprudence, ethnology and biology in the course of the last century, and how this can nourish the environment discourse. In particular, the research in common property in the post war period has acquired a fairly critical insight into institutions of local governance of natural resources which can offer solutions for both sustained development and for remedying environmental damage where it has occurred. A greater part of this research has remained at the academic level because policy makers seldom see the necessity to consult micro level data. Also unfortunately, the environment discourse has profited little from the researched conclusions of common property studies because the developed economies have been leaders in the conservation movement whose concerns have remained at the global level of resource degradation and which often do not or minimally address situations at the ground level (see section III). \n \n "The intention here is not to de-escalate the environment discourse from contemplating global issues to those which are pertinent in a small area only; but rather to difuse the polarised perceptions to the environment problem of rich a poor countries (Kates, 1994). Ever since the United Nations Conference on the Human Environment was held in Stockholm in 1972 there has been a division in the ranks of the participants in the Environment Discourse. Developed countries argue that environmental degradation is caused by industrial pollution and economic development and therefore the issue is one of regulation; while the less developed countries specially the Indian spokesperson Indira Gandhi argued that poverty was the greatest pollutant which could be solved only by economic development. Both perspectives have much truth in them--in the absence of 'mutual co-ercion' features of economic development and under-development can both cause stress to the natural environment. Solutions to both rest in the realm of public policy no doubt, but one which has more 'public' in the content of the policy. If such were the focus of the Environment Discourse, the differences in perspective would more or less disappear. \n \n "This paper will examine the historical context of the two streams of discourse in three sections. Finally in the last section we touch the central theme of this essay at the ground level in two specific areas of concern from the author's research--the Chamba district of Himachal Pradesh in the Himalayas being the home of the Gaddi shepherds and the territories of the First Nations of British Columbia, Canada and with additional insights from Queensland in Australia."
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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 | 0.014 | 0.025 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.017 | 0.072 |
| Scholarly communication | 0.016 | 0.024 |
| Open science | 0.002 | 0.015 |
| Research integrity | 0.008 | 0.014 |
| Insufficient payload (model declined to judge) | 0.007 | 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".