A CONCEPTUAL FRAMEWORK FOR UNDERSTANDING "RURAL" POSITIONING
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
In many rural and remote communities, residents have traditionally relied on jobs in natural resource-based industries. Over the years, employment has been steadily reduced due to changes in these industries. Both the communities, faced with declining populations as a result, and the residents are examining the potential of small business to create economic development. However, these locations create challenges for small business operators. Some communities experience accessibility and transportation issues and often lack standard business infrastructure. At the same time, the very nature of these rural areas can become components of a marketing strategy. This paper will examine three conceptualizations of rural and the commodification process and propose a framework for positioning the concept of rural as part of a marketing strategy. Three case studies from a rural region in Canada will be presented and analyzed within this framework. The paper concludes with recommendations for rural businesses, communities and governments and other interested parties within the context of rural economic development.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 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