Development On The Margin: Development Orthodoxy and the Success of Lax Kw’alaams, British Columbia
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
The remote Aboriginal community of Lax Kw'alaams in northwestern British Columbia has recently experienced a remarkable turnaround in its local economy.This has been achieved through innovative land and resource management, as well as the entrepreneurial pursuit of new tenure rights and markets for product.In this paper, we relate the experiences of Lax Kw'alaams within the framework of predominant theories of rural development; specifically the traditional approach of staples and dependency theory, as well as newer perspectives grounded in theories of globalization.In doing so, we discuss several ways in which the Lax Kw'alaams case challenges accepted orthodoxies about rural development.We end by outlining potential research questions for better understanding the immediate and long-term implications of this case.
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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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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