MétaCan
Menu
Back to cohort

Alcohol and Driving: The Development of Law Enforcement Countermeasures in Canada

2009· article· en· W2051546561 on OpenAlexvenueaboutno aff
Douglas M. Lucasi

Bibliographic record

VenueCanadian Society of Forensic Science Journal · 2009
Typearticle
Languageen
FieldMedicine
TopicAlcohol Consumption and Health Effects
Canadian institutionsnot available
Fundersnot available
KeywordsLegislationDriving under the influenceLaw enforcementParliamentLegislatureDrunk drivingEnforcementTest (biology)LawEngineeringPolitical scienceBusinessComputer securityCriminologyPoison controlPsychologyEnvironmental healthHuman factors and ergonomicsMedicineComputer sciencePolitics

Abstract

fetched live from OpenAlex

SummaryIn 1969, the Canadian Parliament took two significant steps against DUI by adopting a “per se” law making it an offense to drive with a blood alcohol concentration (BAC) greater than 80 mg of alcohol in 100 milliliters of blood and also making it an offense to refuse to provide a breath sample on demand. Since these 1969 provisions, addition legislative changes have been made to deal with specific DUI-related issues. In 1985, legislation was enacted to address the taking of blood samples when breath sampling is impractical or impossible. In 2008, the so-called “two beer” defense was significantly impeded by new limitations placed on the “evidence to the contrary” provision. The impact of this provision is still being assessed. New defenses for DUI then emerged based on attacks on the breath-test instrument itself and its manner of operation. Making DUI legislation part of the Criminal Code of Canada (CCC) resulted in making the basic legislation against DUI uniform across the country, and it makes the implications for violators very serious. Because the consequences for a convicted driver can be so serious, it is essential that the investigative process, including the breath test, be conducted according to the highest standards. This means that all investigative steps should be properly performed at the police station, not at the roadside or back of a police vehicle. In fact the practice of transporting an arrested driver to a police station for testing may be one of the more significant deterrents for potential offenders. Although existing legislation has been important in reducing the number of deaths and serious injuries from DUI, accidents caused by DUI remain unacceptably high in Canada. 14 references

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)0.006
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.157
Threshold uncertainty score0.978

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0050.005
Science and technology studies0.0090.002
Scholarly communication0.0070.001
Open science0.0030.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0060.000

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 head0.061
GPT teacher head0.328
Teacher spread0.267 · 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 designObservational
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

Citations2
Published2009
Admission routes2
Has abstractyes

Explore more

Same venueCanadian Society of Forensic Science JournalSame topicAlcohol Consumption and Health EffectsFrench-language works237,207