Investigating Associations Between Anxiety Sensitivity and Patient Outcomes in a Cardiac Rehabilitation Program: A One Health Approach
Bibliographic record
Abstract
Cardiac Rehabilitation (CR) is an exercise-based program, aimed at improving ones’ cardiovascular health. A substantial majority of patients referred to CR do not enroll, complete, or achieve clinical targets in the program due to patient-level factors. The objective of this thesis was to investigate relationships between anxiety sensitivity (AnxS) and patient outcomes in CR. Self-reported questionnaires were completed across two time points, with patient information being abstracted from medical records. Stakeholders associated with reducing the burden of AnxS in CR were also identified using snow-ball sampling. Findings suggest that resting diastolic blood pressure is associated with the interrelationships between AnxS, anxiety, and depression. A larger sample size is needed to establish concrete relationships between AnxS and patient outcomes in CR. This evidence may support the need to target AnxS for treatment. Stakeholders with high power and influence may also be beneficial in implementing changes to CR guidelines, if necessary.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.003 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".