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 considers the theoretical underpinnings of rural out-migration and economic stagnation, specific to rural Nova Scotia, Canada, and argues that rural Nova Scotia has, in part, misapplied the tenets of modernization. It situates out-migration, and economic stagnation, amongst Modernization Theory and considers how economic rejuvenation, vis a vis entrepreneurship education, can, potentially, revivify the topophilic bonds between person and (rural) community. Structurally, this paper argues three points: first, that rural Nova Scotia is enduring a misapplication of modernization, resulting in a lingering traditionalism that pushes people out and dampens economic growth. Second, that rural Nova Scotia would benefit from a structural shift in its economic model and third, that community economic development through entrepreneurship stands a reasonable chance of reserving the social and economic misfortune now ubiquitous in the areas outside of Nova Scotia’s capital region.
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 | 0.000 | 0.000 |
| 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