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Record W7045916343

THE CANADIAN AFFIRMATIVE CONSENT MODEL AS A GUIDE FOR RETHINKING CURRENT U.S. STATUTORY TREATMENT OF VOLUNTARY INTOXICATION SEXUAL ASSAULTS

2025· article· en· W7045916343 on OpenAlexaboutno aff

Bibliographic record

VenueUA Campus Repository (The University of Arizona) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicSexual Assault and Victimization Studies
Canadian institutionsnot available
Fundersnot available
KeywordsStatutory lawSexual assaultMens reaAffirmative actionCommon lawCriminal lawState (computer science)
DOInot available

Abstract

fetched live from OpenAlex

Current U.S. statutory treatment of voluntary intoxication sexual assault is convoluted by the disconnect between definitions of consent, treatment of voluntary intoxication, and mens rea standards. Within this disconnect, the general public in many states are left largely unprotected when they become voluntarily intoxicated, such as through voluntary drinking. Being that voluntary intoxication is a highly socialized activity, and one that is prevalent across the nation, the need for reform that better protects against sexual assault is necessary. I argue that the Canadian affirmative consent model addresses these gaps in U.S. statutory law. The Canadian affirmative consent model provides a clear definition that recenters the conversation to consent, eliminates subjective evidence, sets a clear mens rea standard, provides protection across the intoxication spectrum and challenges dated sexual scripts. While changes to statutory law are most needed in politically conservative states, it may be more practical to first implement the standard in liberal states, where data can be collected to convince hesitant state legislators to pass the Canadian affirmative consent standard.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.782
Threshold uncertainty score0.998

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 studies0.0030.001
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 head0.032
GPT teacher head0.315
Teacher spread0.283 · 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
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 routes1
Has abstractyes

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