Bibliographic record
Abstract
Northwest Greenland, 16 June 1951.Three men are climbing a glacier with their dogsleds, bound for the legendary polar village of Thule.Two of them are Inuit: Sakaeunguak the shaman and Qaallasoq ("Navel").The third is me.Our dress consists of animal-skin coats, bearskin pants, and triple-layered boots of seal and bearskin with an outer layer of caribou hide.We are returning from the great solitudes, the deserted lands of Ellesmere Island and Inglefield Land (North Greenland), where I have mapped uncharted coastline and plateaus at a scale of /00,000.Throughout my fourteen months of solitude among the Inuit, I have listened, mesmerized, to the mythic tales of a free and happy people.Suddenly, Sakaeunguak draws the three of us to a halt.Visibility ahead is nil.With his knife, he beats out a rhythm on the cover of a metal can and raises his voice in an agonistic ayayarpok, a shamanic song."A great tragedy looms before us.I sense it."As we continue along our route, Martians come into view in the sky.
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 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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.389 | 0.172 |
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".