The Condition and Perceptions of Common Property Regimes on the Caribbean Coast of Nicaragua and their Revitalization through Participatory Action-Research
Bibliographic record
Abstract
"The Pearl Lagoon is one in which the normal antagonistic relation between colonial powers and common- property regimes is not obvious. However, the articulation of Pearl Lagoon with the global economy is, undoubtedly, beginning to show the effects documented by Kottak (1992) in a Brazilian coastal community of: breakdown in cooperative agreements, resource sharing, barter exchange. This articulation, based on neo-liberal economic policies, will probably negatively influence collectively-based patterns of resource management. A countervailing influence has been the PAR process that Pearl Lagoon communities have been engaged in. The creation of a body of shared information on resource management issues and tangible actions are a valuable first step towards maintaining and building upon extant regimes and aspirations of community members. PAR also provides the academic researcher with a research methodology to mutually define research goals with community members--a process that can result in improved understanding of how biological and social mechanisms influence resource management regimes, while supporting common property regimes."
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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 | 0.008 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.018 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".