The Use of Geographic Information Systems with the Study of Common Property Resources: Applications with Two Farmer-Managed Irrigation Systems in Nepal
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
"This paper aims to serve as an introduction to Geographic Information Systems (GIS) to scholars of common property resources. GIS is a relatively new computer technology. Its first applications were in the late 1950's in Canada and with advances in personal computer technology is now available to anyone with interests in research issues that have spatial characteristics. \n \n"The first part of the paper will briefly deal with GIS itself and will be followed by a discussion of possible uses and application of GIS in common property research. The last part of the paper will deal with applications to the study of two farmer-managed irrigation systems in Nepal, Kanchi Kulo in Argali and Thulo Kulo in Chherlung, in Nepal's Palpa district."
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it