What’s in a name? The search for ‘common ground’ in Kenora, Northwestern Ontario
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
Kenora is a small city in northwestern Ontario, Canada. No longer a forestry centre of note, Kenora plans to develop a more diversified and sustainable economy, driven by local needs and local decision-making. Yet any collective desire to enjoy a prosperous future is set against a backdrop of historical conflict, discrimination and misunderstanding among local First Nation, Métis and Euro-Canadian populations. Using a range of qualitative data, we discuss whether the philosophy and vision behind common ground, a term used to front a collaborative land management initiative close to the city centre, has gained currency among the wider public. Charting the trajectory of its usage over the last decade, we discuss whether the powerful rhetoric invoked by common ground will likely be reflected in the forging of more equitable and productive relations among the multiple cultural groups that define life in this 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 | 0.002 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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