MétaCan
Menu
Back to cohort
Record W4397033917 · doi:10.1161/jaha.123.033568

Mortality Benefits of Cardiac Rehabilitation in Coronary Artery Disease Are Mediated by Comprehensive Risk Factor Modification: A Retrospective Cohort Study

2024· article· en· W4397033917 on OpenAlexaff
Codie R. Rouleau, Daniele Chirico, Stephen B. Wilton, Matthew Kenneth MacDonald, Tianqi Tao, Ross Arena, Tavis S. Campbell, Sandeep Aggarwal

Bibliographic record

VenueJournal of the American Heart Association · 2024
Typearticle
Languageen
FieldMedicine
TopicCardiac Health and Mental Health
Canadian institutionsLibin Cardiovascular Institute of AlbertaTotal (Canada)University of Calgary
Fundersnot available
KeywordsMedicineRetrospective cohort studyCoronary artery diseaseRehabilitationCohortRisk factorInternal medicineCardiologyCohort studyDiseaseEmergency medicinePhysical therapy

Abstract

fetched live from OpenAlex

Background Cardiac rehabilitation (CR) is a multicomponent intervention to reduce adverse outcomes from coronary artery disease, but its mechanisms are not fully understood. The aims of this study were to examine the impact of CR on survival and cardiovascular risk factors, and to determine potential mediators between CR attendance and reduced mortality. Methods and Results A retrospective mediation analysis was conducted among 11 196 patients referred to a 12‐week CR program following an acute coronary syndrome event between 2009 and 2019. A panel of cardiovascular risk factors was assessed at a CR intake visit and repeated on CR completion. All‐cause and cardiovascular mortality were ascertained via health care administrative data sets at mean 4.2‐year follow‐up (SD, 2.81 years). CR completion was associated with reduced all‐cause (adjusted hazard ratio [HR], 0.67 [95% CI, 0.54–0.83]) and cardiovascular (adjusted HR, 0.57 [95% CI, 0.40–0.81]) mortality, as well as improved cardiorespiratory fitness, lipid profile, body composition, psychological distress, and smoking rates ( P <0.001). CR attendance had an indirect effect on all‐cause mortality via improved cardiorespiratory fitness ( ab =−0.006 [95% CI, −0.008 to −0.003]) and via low‐density lipoprotein cholesterol ( ab =−0.002 [95% CI, −0.003 to −0.0003]) and had an indirect effect on cardiovascular mortality via cardiorespiratory fitness ( ab =−0.007 [95% CI, −0.012 to −0.003]). Conclusions Cardiorespiratory fitness and lipid control partly explain the mortality benefits of CR and represent important secondary prevention targets.

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)0.003
metaresearch head score (Gemma)0.005
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 score0.014
Threshold uncertainty score0.027

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.019
GPT teacher head0.335
Teacher spread0.316 · 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

Citations21
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueJournal of the American Heart AssociationSame topicCardiac Health and Mental HealthFrench-language works237,207