Bibliographic record
Abstract
People become "conscious of entering a strange country" when they travel North observed George Orwell. North is the cardinal point of the compass and the direction of the Northern Star. But it can also mislead on a deviation between Magnetic North and True North. And so, North is at times a metaphor and symbol. “I am but mad north-north-west” insists Hamlet in Shakespeare’s play while Sylvia Plath becomes unsettled “into a long blackness” of her North which the poet “cannot contain”: North features as a place of escape or hiding in the films El Norte, Insomnia and Last Cab to Darwin. It represents a "land beyond" in Game of Thrones, “Minnesota nice” in Fargo, and Nordic Noir in Scandinavian screen cultures. Old Nordic sagas tell of the Pagan North where “Thor’s hammer swung to geography” as the Irish poet Seamus Heaney noted. North marks separation across the US along the Mason-Dixon Line, while being “beyond of the 49th parallel” evokes melancholy attachment in the songs of Leonard Cohen, Joni Mitchell and Neil Young. "Nordicity" refers to degrees of Northern-ness as measured by polar values while Inuit song, orature and literature link the vast Arctic regions of Northern Canada, Alaska, Siberia and the improbably named Greenland. In China, North is signified by the Black Turtle and historic fears stretching back to the Qin Dynasty and the construction of the Great Wall. In Russia North divides between "Far North" and "Extreme North." It delimits the "hermit kingdom" of North Korea, Britain's province in Northern Ireland, and the North Island of New Zealand. North defines our best efforts at direction but remains elusive. India has two Norths—the “North” to the North-West and the “North East.” North Africa terminates at the Southern Mediterranean and shares Egypt with the Middle East. The Far East is the Near North to Australia where "your compass spins frighteningly" as the poet Judith Wright observed. North in Janette Turner Hospital’s North of Nowhere South of Loss is the far North of Australia while her South refers to the deep South of the US. This North is Jeannie Gunn’s Never Never, Xavier Herbert’s Capricornia and Alexis Wright’s Carpentaria. It lies across the tropics—Aristotle’s “Torrid Zone”—which is South of the equator. Seven centuries of cartographic convention has placed North at the top of maps—so North always points up—and thanks to the Mercator Effect constantly exaggerates, leading to the conceptualisation of the “Global South” as an alternative concept and term replacing the “Third World.” North is defined by South and has a location. It is precisely calculated at the Northern-most point of the globe where the lines of longitude converge. For all this exactitude, True North cannot be permanently marked above sea level because of the shifting polar icecaps. Yet it is here that North exists. And then vanishes. Every direction at True North becomes South … except for the compass needle which insists that North is South along 72.62 degrees longitude west to Magnetic North.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.439 | 0.266 |
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".