MétaCan
Menu
Back to cohort

The use of flavour cards and other additives after a menthol ban in Canada

2020· letter· en· W3044284949 on OpenAlexaffabout
Michael Chaiton, Robert Schwartz, Joanna E Cohen, Eric K. Soule, Bo Zhang, Thomas Eissenberg

Bibliographic record

VenueTobacco Control · 2020
Typeletter
Languageen
FieldMedicine
TopicSmoking Behavior and Cessation
Canadian institutionsOntario Tobacco Research UnitUniversity of TorontoCentre for Addiction and Mental Health
FundersNational Institute on Drug Abuse
KeywordsMentholFlavourFood scienceTobacco industryAdvertisingBusinessMedicineToxicologyChemistryBiology

Abstract

fetched live from OpenAlex

In Canada, where bans on menthol have been implemented in the province of Ontario since January 2017 and across Canada since October 2017, products that can be used to add menthol flavour to non-mentholated tobacco such as flavour cards and menthol drops are available in stores, including the brand ‘Itsa’, which is distributed by a cigar company. These products can easily add menthol flavour by either placing the card or drops with the tobacco or in the package as a way of circumventing the ban. However, in Ontario, it appears that no major cigarette manufacturers had produced or advertised these flavour additives.1 The purpose of this letter is to examine the changes in use of after-market menthol additives after the menthol ban in Ontario. Current (past month) cigarette smokers aged 16+ living in Ontario were surveyed pre-ban …

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)0.000
metaresearch head score (Gemma)0.002
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: Editorial · Consensus signal: none
Teacher disagreement score0.048
Threshold uncertainty score0.350

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0060.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.025
GPT teacher head0.240
Teacher spread0.215 · 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
GenreEditorial

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

Citations28
Published2020
Admission routes2
Has abstractyes

Explore more

Same venueTobacco ControlSame topicSmoking Behavior and CessationFrench-language works237,207