Between the Clinic and the Community: Pathways for an Emerging e-Health Policy in the Remote First Nations of 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
The Sioux Lookout Zone of Northwestern Ontario, Canada is home to 24 First Nations communities of Cree-, Oji-Cree- and Ojibway-speaking peoples. Their land is about as far from the urban landscape as one can get in Ontario, a swathe of boreal forest extending from the edge of the 50th parallel to the sub-arctic shores of Hudson Bay. The total population of less than 25,000 amounts to about 0.1 persons per square kilometre over a territorial expanse the size of France. Mobility to and from these communities is difficult and expensive, with light aircraft and watercraft the primary modes of transportation except between January and March, when the waterways freeze and become temporary highways for long-haul transport, snowmobiles and 4 × 4 vehicles.
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 | 0.009 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| 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