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Record W7002220714

Minimal Impairment: An Unreasonable Measure of the Justifiable Limits of Rights

2023· article· en· W7002220714 on OpenAlexaboutno aff

Bibliographic record

VenueeYLS (Yale Law School) · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicJudicial and Constitutional Studies
Canadian institutionsnot available
Fundersnot available
KeywordsArbitrarinessProportionality (law)CharterLegislatureStatutory lawCausation
DOInot available

Abstract

fetched live from OpenAlex

Under both the Oakes and Doré frameworks of proportionality analysis in Canada, critical in assessing the justifiability of rights limitations under section 1 of the Charter has been the “Minimal Impairment” question. Conceptually, Minimal Impairment asks whether a right has been impaired as little as possible in pursuit of the statutory objective. Applied strictly it is a virtually-impossible standard of justification. Thus, sometimes more relaxed standards are applied in practice. This double standard has caused inconsistency in which standard is applied from case- to-case (or even opinion-to-opinion in the same case). New emphasis within the tests on the Proportionality of Effects inquiry should reduce the role played by Minimal Impairment, but in fact amplifies it by adding inconsistency in when Minimal Impairment with its double standard is or is not glossed over. Further, the Doré test’s confusing formulation of Proportionality of Effects is often mistaken as just repeating the Minimal Impairment condition so that in many Doré cases effects are not weighed at all, and the test reduces to merely a question of Minimal Impairment. In short, Minimal Impairment is the root of much of the arbitrariness seen as afflicting justification assessments — crucial decisions of whether to limit a Charter right or invalidate an act of democratic government. I argue that Minimal Impairment should be replaced with a functionally-equivalent inquiry free of these defects. As well, the text and legislative history of section 1 provide no basis for a Minimal Impairment condition; rather, they are clear that Reasonable Limitations are justified. I provide a two-pronged test for assessing these. This corresponds with the standard often currently applied in practice (i.e., putting aside the case-to-case arbitrariness) so that it would not alter the substantive threshold for rightlimitations. Being a standard that is possible to consistently adhere to — as required in a system ruled by law — I argue that paradoxically this offers more protection to rights than the hollow rhetoric of Minimal Impairment. It is time that proportionality analysis in Canada reflect this, recognized long ago in the text and legislative history of section 1.

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)0.027
metaresearch head score (Gemma)0.072
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.027
Threshold uncertainty score0.143

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0270.072
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0040.048
Scholarly communication0.0120.019
Open science0.0040.010
Research integrity0.0060.011
Insufficient payload (model declined to judge)0.0100.002

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 head0.032
GPT teacher head0.283
Teacher spread0.251 · 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 designTheoretical or conceptual
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
Published2023
Admission routes1
Has abstractyes

Explore more

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