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Record W6925027587 · doi:10.17045/sthlmuni.20417832

The history of the province of Québec, from land to property. Part I (1534-1700)

2022· other· en· W6925027587 on OpenAlexaboutno aff

Bibliographic record

VenueStockholm University Figshare Repository · 2022
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationVariety (cybernetics)Presentation (obstetrics)Focus (optics)Course (navigation)

Abstract

fetched live from OpenAlex

This presentation is a part of a course at the basic level at Stockholm University. It is a course which was supported by the Centre for Canadian Studies of Stockholm University. The course is designed to introduce students to a variety of aspects related to the history, culture and literature of Canadian society. It also tackles the bilingual aspect of Canadian society and helps students to discuss issues that are relevant in Canada. The course then looks at the challenges facing Canada in the 21st Century with focus on immigration and multiculturalism, the First Nations, gender equality, specific regions in Canada with special emphasis on Québec, and Canada's cultural identity. The lecture is an insight on the complex history of the French Canadians since the first travels of Jacques Cartier, the agreements with the Algonquins, the different wars and confrontations with the British Empire, the practice of the "petite guerre" to attack the colonies of the "Nouvelle Angleterre".

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)0.000
metaresearch head score (Gemma)0.001
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: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.111
Threshold uncertainty score0.808

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.005
Science and technology studies0.0090.002
Scholarly communication0.0050.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0680.004

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 head0.013
GPT teacher head0.170
Teacher spread0.157 · 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
GenreOther

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
Published2022
Admission routes1
Has abstractyes

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Same venueStockholm University Figshare RepositoryFrench-language works237,207