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Record W2140963938 · doi:10.1017/s0032247414000746

Misinterpretation and obfuscation

2014· article· en· W2140963938 on OpenAlexaff
William Barr

Bibliographic record

VenuePolar Record · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsSection (typography)HistoryOrder (exchange)LyingClassicsComputer science

Abstract

fetched live from OpenAlex

The thrust of my note (Barr 2014), to which Ken McGoogan was responding (McGoogan 2014), was that in discovering Rae Strait in the spring of 1854 John Rae did not discover the final link in the northwest passage, since a substantial section of that particular variant of the passage some 240 km in length (namely Franklin Strait and Larsen Sound) lying further north, had not yet been discovered. McGoogan has wrongly concluded that I must therefore support the notion that Sir John Franklin discovered the passage. This is an unwarranted assumption. I do not subscribe to this belief; in this, at least McGoogan and I are in agreement. As David Buisseret, the editor of theThe Oxford companion to world explorationhas elegantly defined it, geographical discovery is ‘the process by which one or more people leave their society and venture to another part of the world [. . .] then return in order to explain what they have seen’ (Buisseret 2007, I: xxiii). Neither Franklin nor any of his officers and men returned.

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 imitation

Not 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.

metaresearch head score (Codex)0.025
metaresearch head score (Gemma)0.100
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.025
Threshold uncertainty score0.133

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0250.100
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.004
Science and technology studies0.0060.026
Scholarly communication0.0080.014
Open science0.0040.009
Research integrity0.0060.010
Insufficient payload (model declined to judge)0.0070.004

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.

Opus teacher head0.015
GPT teacher head0.304
Teacher spread0.289 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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".

Quick stats

Citations1
Published2014
Admission routes1
Has abstractyes

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