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Record W4221118378 · doi:10.1108/oxan-db267847

Canada trucker protests may alter political landscape

2022· other· en· W4221118378 on OpenAlexaboutno aff

Bibliographic record

VenueEmerald expert briefings · 2022
Typeother
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsPoliticsFalling (accident)Liberal PartyPolitical sciencePolitical economyInflation (cosmology)Public administrationLawEconomicsPsychology

Abstract

fetched live from OpenAlex

Significance While a majority of Canadians support the measures that Trudeau ultimately took to clear the protests, his handling of the situation saw a spike in his disapproval rating. Meanwhile, a revitalised Conversative Party is choosing a new leader amid hopes of winning the next election. Impacts If the Conservatives move further to the right, the party is likely to rally around a rejection of the Liberals' carbon pricing scheme. Trudeau may benefit personally from his leadership on Ukraine but inflation linked to higher fuel bills may hurt his party. Falling Liberal support may mean an opportunity for the left-leaning NDP, but it may not be strong enough to capitalise on. Conservatives hope to gain seats in Quebec from the Liberals at the next federal election, increasing their chances of a majority.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.112
Threshold uncertainty score1.000

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0740.000

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 head0.012
GPT teacher head0.274
Teacher spread0.262 · 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
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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