MétaCan
Menu
Back to cohort
Record W4414834000 · doi:10.29173/alr2845

Reasonableness Review and the Interdependence of Process and Substance after Vavilov

2025· article· en· W4414834000 on OpenAlexvenueaboutno aff
Kévin Bouchard, Monica Popescu

Bibliographic record

VenueAlberta Law Review · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean and International Law Studies
Canadian institutionsnot available
Fundersnot available
KeywordsUnderpinningInterdependenceCorrectnessProcess (computing)CitizenshipFoundation (evidence)Set (abstract data type)LegislatureConceptualization

Abstract

fetched live from OpenAlex

This article examines the shared conceptual foundations and practical features of the law of substantive judicial review set out in Canada (Minister of Citizenship and Immigration) v. Vavilov, and the law of procedural review established in Baker v. Canada (Minister of Citizenship and Immigration). The article begins by exploring conflicting notions of legality: one based in legislative authority that prioritizes correctness and tends to separate process from substance, and the other based in a culture of justification that recognizes the interdependency between process and substance. It concludes that the latter –– the “reason oriented” approach –– is the theoretical foundation underpinning both the Vavilov and Baker frameworks. Accordingly, it finds that these two frameworks are highly similar in terms of the contextual factors they prescribe, and that they both rely heavily on the relationship between the procedure used to reach a decision and its substantive outcome. The article concludes by suggesting that reasonableness is already the standard of review both applicable and applied to procedural matters.

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)0.042
metaresearch head score (Gemma)0.079
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: Empirical · Consensus signal: none
Teacher disagreement score0.070
Threshold uncertainty score0.220

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0420.079
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0040.019
Scholarly communication0.0090.006
Open science0.0020.003
Research integrity0.0070.008
Insufficient payload (model declined to judge)0.0010.000

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 head0.010
GPT teacher head0.313
Teacher spread0.303 · 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
GenreEmpirical

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

Explore more

Same venueAlberta Law ReviewSame topicEuropean and International Law StudiesFrench-language works237,207