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Record W4246353740 · doi:10.1037/e645612007-001

Smoking-Cessation Advice from Health-Care Providers - Canada, 2005

2007· article· en· W4246353740 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePsycEXTRA Dataset · 2007
Typearticle
Languageen
FieldMedicine
TopicSmoking Behavior and Cessation
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineSmoking cessationFamily medicineHealth careTobacco controlEnvironmental healthAdvice (programming)Tobacco usePublic healthNursingPopulation

Abstract

fetched live from OpenAlex

Tobacco use is the most preventable cause of premature death and disease in Canada. In 2002, an estimated 37,209 Canadians died from illnesses related to tobacco use, accounting for 16.6% of all deaths in Canada. One of the objectives of the Canadian Federal Tobacco Control Strategy (FTCS) 2001-2011 is to reduce smoking prevalence in Canada from 25% to 20%. Although evidence indicates that an effective and efficient way of providing smoking-cessation information to smokers is through contact with health-care providers, little data in Canada exist regarding smoking-cessation advice from this group. In 2005, the Canadian Tobacco Use Monitoring Survey (CTUMS) included questions to assess self-reported provision of cessation advice by health-care providers. This report summarizes the results of that survey, which indicate that only half of persons who visited health-care providers in the preceding 12 months received smoking-cessation advice, suggesting that health-care providers need to take greater advantage of opportunities to provide such advice to smokers.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.373
Threshold uncertainty score0.629

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.021
GPT teacher head0.321
Teacher spread0.300 · 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