Poles Apart : The Arctic & Management Studies
Bibliographic record
Abstract
reveals a blank space.Maybe you haven't noticed -this isn't a premiere destination for management school faculty.But its absence keeps usa Canadian and Russian transdisciplinary teamawake at night.Russians refer to the Arctic () as " " (Far North) and "" (Beyond the Pole).Canadians call it the "Great White North".The Saami, Nenets, Khanty, Evenk, Chukchi, Aleut, Yupik and Inuit call the Arctic "home."The oil and gas industry call it the "Last Frontier".But management scholars don't tend to call it anything.We seek to change that.This may not be easy.Like any discipline, management scholars have well-trodden paths, and ours rarely goes north of 60.Yet scientists from other disciplines (oceanography, biology, ecology, climate, anthropology, glaciology) love the thrill of the remote.From our own experiences and through shared storytelling, we recognize that research in the Arctic is not
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.
How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.061 | 0.002 |
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; both teacher heads agree on what is shown here.
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".