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Record W2126079941 · doi:10.1345/aph.1g324

Outcomes of Bupropion Therapy for Smoking Cessation During Routine Clinical Use

2006· article· en· W2126079941 on OpenAlexaffabout
Elan Paluck, James McCormack, Mary H. H. Ensom, Marc Levine, Judith A. Soon, David Fielding

Bibliographic record

VenueAnnals of Pharmacotherapy · 2006
Typearticle
Languageen
FieldMedicine
TopicSmoking Behavior and Cessation
Canadian institutionsUniversity of British ColumbiaRegina Qu'Appelle Health Region
Fundersnot available
KeywordsMedicineBupropionSmoking cessationDiscontinuationAbstinenceAdverse effectPlaceboInternal medicinePsychiatryAlternative medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Knowledge pertaining to the effectiveness of smoking cessation treatments and patient characteristics that may affect success may enable smokers and clinicians to select individualized treatment for each patient and ultimately increase the success rate of smoking cessation in general. OBJECTIVE: To evaluate the effectiveness of bupropion as a smoking cessation agent when used in routine clinical practice. METHODS: This was a prospective, observational study with a one year follow-up period. Adult smokers presenting to community pharmacies in British Columbia, Canada, with an index prescription for bupropion for smoking cessation (N = 205) were eligible. The primary outcome was the biochemically validated 12 month point abstinence (PA) rate from smoking. Secondary outcomes included the frequency of adverse events, patterns of bupropion use in routine clinical practice, and possible predictors of bupropion effectiveness. RESULTS: The validated 12 month PA rate was 21.0%. Of subjects who reported taking at least one dose of bupropion, 70.4% (126/179) experienced at least one adverse event and 29.6% (53/179) reported stopping the drug due to adverse effects. Greater length of time on bupropion (OR 0.98) and a lower cigarette pack-year history (OR 1.05) were associated with an increase in the odds of smoking cessation. CONCLUSIONS: Subjects receiving bupropion in a real-life setting exhibited a similar abstinence rate at 12 months as has been observed in the active drug groups of placebo-controlled clinical trials. However, the patterns of use and discontinuation rate due to adverse events differed substantially from those observed in early efficacy studies.

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)0.005
metaresearch head score (Gemma)0.021
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.187
GPT teacher head0.468
Teacher spread0.281 · 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

Citations23
Published2006
Admission routes2
Has abstractyes

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