Health Behaviors for Hypertension Management in People With and Without Coexisting Diabetes
Bibliographic record
Abstract
Since blood pressure (BP) control is less often achieved by individuals with diabetes, the authors sought to determine whether receipt of and adherence to health behavior advice for hypertension control differs between people with and without diabetes, using data from the 2009 Survey on Living With Chronic Diseases in Canada. Individuals with coexisting diabetes were more likely to report receiving advice to control/lose weight (81% vs 66%), be physically active (79% vs 68%), limit alcohol consumption (78% vs 55%), and modify diet (70% vs 61%) but not limit dietary salt (65% vs 64%) compared with individuals with hypertension alone (n=4.965). People with and without diabetes were equally likely to report following the advice they received, with receipt of advice positively associated with engagement in healthy behaviors. Since receipt of advice appears to influence behavior, health professionals should be encouraged to further promote BP self-management strategies.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.000 |
| 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".