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The effect of MPOWER on smoking prevalence

2014· article· en· W2100202685 on OpenAlexaff
Jolene Dubray, Robert Schwartz, Michael Chaiton, Shawn O’Connor, Joanna E Cohen

Bibliographic record

VenueTobacco Control · 2014
Typearticle
Languageen
FieldMedicine
TopicSmoking Behavior and Cessation
Canadian institutionsCentre for Addiction and Mental HealthOntario Tobacco Research UnitUniversity of Toronto
FundersJohns Hopkins Bloomberg School of Public Health
KeywordsTobacco controlContext (archaeology)Tobacco useMedicineEnvironmental healthPublic healthBiologyPopulation

Abstract

fetched live from OpenAlex

OBJECTIVE: To examine the effect of varying levels of comprehensive tobacco control on smoking in a global context. METHODS: Using data from WHO's Reports on the Global Tobacco Epidemic, scatter plots were produced to visualise the relationship between comprehensive tobacco control policy (2008 MPOWER composite score) and change in current tobacco smoking between 2006 and 2009. Fixed-effect regression models assessed the effect of changes in each MPOWER measure on changes in current tobacco smoking between 2006 and 2009. All analyses were stratified by sex. RESULTS: Overall, countries with higher MPOWER composite scores experienced greater decreases in current tobacco smoking between the years 2006 and 2009. Regression analyses revealed that the M and R measures showed a negative association with current tobacco smoking over time. Current tobacco smoking decreased (1.07 percentage points for males, 1.04 percentage points for females) with each increase in score value for monitoring tobacco use (M). Also, current tobacco smoking decreased (0.95 percentage points for males, 0.41 percentage points for females) with each increase in score value for raising taxes on tobacco (R). The effect of the MPOWER measures on current tobacco smoking varied by country income status (P measure in the female analysis; p<0.05) and/or by WHO region (M, P and O measures in the male analysis; p<0.05). CONCLUSIONS: Higher levels of MPOWER combined, as well as continued and frequent monitoring of tobacco use (M) and increasing taxation (R), were associated with a decrease in current tobacco smoking over time.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.050
Threshold uncertainty score0.175

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.007
GPT teacher head0.269
Teacher spread0.261 · 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.

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

Citations74
Published2014
Admission routes1
Has abstractyes

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