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Record W4410080906 · doi:10.25071/2c9kfe88

The Summit and beyond

2025· article· en· W4410080906 on OpenAlexaffabout
Jane Koustas

Bibliographic record

VenueCanada Watch · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHealth and Conflict Studies
Canadian institutionsCanadian Council on International Law
Fundersnot available
KeywordsSummitPolitical scienceGeographyPhysical geography

Abstract

fetched live from OpenAlex

he 2024 International Canadian Studies Summit provided a unique, timely, and extraordinary opportunity for Canadianists from an impressive range of disciplines and geopolitical and linguistic backgrounds to reflect on the past, present, and future of the study of Canada and to discuss strategies for the promotion, dissemination, and revitalization of Canadian Studies on the national and international scenes.In addition to generating both questions and ideas, the Summit created a community of engaged students, academics, and government and private sector stakeholders.For the International Council for Canadian Studies (ICCS), which experienced the 2012 cancellation of the Understanding Canada program ordered by John Baird, Stephen Harper's minister of foreign affairs, as a near-fatal blow to its programming and a direct attack on its raison d'tre, the perspectives and input contributed by the experts and practitioners at the Summit provided valuable insight and guidance; the ICCS, its membership, and centres and programs dedicated to the study of Canada need to refocus, reach out, and become more proactive.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.722
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.022
GPT teacher head0.376
Teacher spread0.354 · 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 teacher head, not a consensus.

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

Citations0
Published2025
Admission routes2
Has abstractyes

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