Varenicline: Smoking Cessation in Patients with Medical and Psychiatric Comorbidity
Bibliographic record
Abstract
Smoking remains a major public health challenge. Nicotine is the main psychoactive drug responsible for the addictive nature of tobacco, explaining why many smokers fail to quit without assistance. Pharmacotherapy for smoking cessation is deemed effective for a broad range of populations and should be routinely offered to smokers interested in making a quit attempt. Varenicline, a partial agonist at the α4β2 nicotinic receptor increases chances of quitting three-fold compared to placebo in smokers without comorbidities, and in smokers with cardiovascular disease or chronic obstructive pulmonary disease. Persons with mental illness have high rates of smoking, and the potential impact of varenicline on mental status and the underlying pathophysiology of mental illness, has become a salient concern. Varenicline is an appropriate aid for smoking cessation in patients with medical and/or psychiatric comorbidity. This conclusion is supported by current evidence on the safety and tolerability of the drug.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".