Bibliographic record
Abstract
With issue Number 55, the Northern Review continues its commitment to the diversity of northern scholarship. The journal continues to support the work of northern-based scholars from across the Circumpolar World, and of southern-based researchers working on northern topics. We remain open to all disciplines and to a wide variety of approaches to communicating insights about the North.The continued growth of northern post-secondary institutions—Yukon University’s expansion, plans for the polytechnic in the Northwest Territories, and the development of an Inuit institution in Nunavut—represent the latest Canadian additions to the fine tradition of northern scholarship. We have long admired the efforts and contributions of our friends and colleagues on the many campuses of the University of Alaska; and we are enthusiastic supporters of the impressive work of the fine universities and colleges in Scandinavia, the Faroe Islands, Iceland, and Greenland, to say nothing of the now (sadly) isolated academics in Russia. The Northern Review hopes that more scholars from throughout the Circumpolar World seek out the journal as a primary publication option for northern-centred scholars.This issue reflects the core values and approach of the Northern Review. We have included several commentaries—impressive conceptual works that tackle such diverse topics as George Black’s legal career, Canada’s changing stature in the Circumpolar World, and new understandings of Dawson City during the Klondike gold rush. There are scholarly works on the evolution of university education in Manitoba and the transformation of Inuit Studies in Canada. Impressive works explore the sad but consequential effects of domestic violence, and the potential environmental and economic impact of small modular reactors in the North. The tongue-in-cheek and provocative cartoons of one of our senior editors, Amanda Graham, provide a visual commentary on the state of southern academic engagement with the North.We know you will enjoy the diverse perspectives reflected in Number 55. We hope that this volume will encourage other northern academics to send their current work to the Northern Review, and to work with us to continue developing a unique and powerful northern academic voice.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.047 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.013 | 0.006 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.009 | 0.009 |
| Insufficient payload (model declined to judge) | 0.250 | 0.159 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".