MétaCan
Menu
Back to cohort
Record W2078718453 · doi:10.5172/jfs.327.13.2.133

Redefining marriage or deconstructing society: A Canadian case study

2007· article· en· W2078718453 on OpenAlexaffabout
Katherine K. Young, Paul Nathanson

Bibliographic record

VenueJournal of Family Studies · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Systems and Judicial Processes
Canadian institutionsMcGill University
Fundersnot available
KeywordsCharterSociologyLegalizationExistentialismLawEconomic JusticeGender studiesPolitical scienceCriminology

Abstract

fetched live from OpenAlex

In this article, we examine the pivotal Canadian cases that led to the legalization of same-sex marriage in 2005. Using historical, cross-cultural, ethical, and existential arguments, our aim is to alert countries still struggling with this topic to the rational and substantial grounds for maintaining the historic definition of marriage – specifically, the rational connection between heterosexuality and the purposes of marriage – and how to do this with minimal impairment to gay couples and their children. Toward this end, we answer six questions: (1) Was the court’s redefinition of marriage in line with international law? (2) Did its definition of (straight) marriage do justice to the historical and cross-cultural evidence? (3) Was the exclusion of gay couples from marriage discriminatory according to s. 15(1) of the (Canadian) Charter of Rights and Freedoms? (4) Even if the historic definition of marriage really had discriminated against gay couples, could it have been justified according to s. 1 of the Charter? (5) What risks are involved in severing the historic connection between the purpose of marriage and its exclusively heterosexual definition? (6) To maintain the historic definition of marriage, could we have discriminated with only ‘minimal impairment’ to gay couples? (7) What were the underlying judicial strategies used by the Canadian courts? (8) Was there a problem of judicial activism is the Canadian cases?

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)0.004
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.155
Threshold uncertainty score0.980

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.009
Science and technology studies0.0540.014
Scholarly communication0.0050.002
Open science0.0030.005
Research integrity0.0050.005
Insufficient payload (model declined to judge)0.0040.000

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 head0.161
GPT teacher head0.425
Teacher spread0.264 · 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 designQualitative
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

Citations4
Published2007
Admission routes2
Has abstractyes

Explore more

Same venueJournal of Family StudiesSame topicLegal Systems and Judicial ProcessesFrench-language works237,207