Is Canadian women's breast cancer screening behaviour associated with having a family doctor?
Bibliographic record
Abstract
OBJECTIVE: To assess whether regular care from a family physician is associated with regular participation in screening mammography. DESIGN: Secondary analysis of the 2006 Canadian Community Health Survey data. SETTING: Canada. PARTICIPANTS: Cross-sectional sample of 15 195 Canadian women aged 50 to 69 years. MAIN OUTCOME MEASURES: The outcome of interest was screening mammography within the past 2 years; the key explanatory factor was active interaction with a family physician. Control factors included sociodemographic characteristics, other cancer screening behaviour, and other cancer risk habits. RESULTS: Active interaction with a regular family doctor doubled the odds that a woman had received a recent screening mammogram. Other cancer screening and preventive measures were also strongly associated with that outcome. A woman who had had a recent Papanicolaou test was more than 3 times as likely to have had a recent mammogram; nonsmokers were much more likely to have had a recent mammogram than smokers. CONCLUSION: Adults who receive regular care from family physicians are more likely to participate in screening mammography within the recommended time frames.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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".