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Record W4394990232 · doi:10.1016/j.ijcard.2024.132074

Effect of bempedoic acid on mortality and cardiovascular events in primary and secondary prevention: A post-hoc analysis of the CLEAR-outcomes trial

2024· article· en· W4394990232 on OpenAlexaff
Ahmed Sayed, James M. Brophy

Bibliographic record

VenueInternational Journal of Cardiology · 2024
Typearticle
Languageen
FieldMedicine
TopicCardiovascular Health and Disease Prevention
Canadian institutionsMcGill University Health Centre
Fundersnot available
KeywordsMedicinePost-hoc analysisPost hocSecondary preventionPrimary preventionInternal medicineCardiologyPediatricsDisease

Abstract

fetched live from OpenAlex

BACKGROUND: The effects of bempedoic acid on mortality in the secondary prevention setting have not been examined. METHODS: We used data from the overall and primary prevention reports of CLEAR - Outcomes to reconstruct data for the secondary prevention population. A Bayesian analyses was employed to calculate the posterior probability of benefit or harm for the outcomes of all-cause mortality, cardiovascular mortality, and major adverse cardiovascular events (MACE). Relative effect sizes are presented as risk ratios (RR) with 95% credible intervals (CrI), which represent the intervals that true effect sizes are expected to fall in with 95% probability, given the priors and model. RESULTS: In primary prevention, the posterior probability of bempedoic acid decreasing all-cause and cardiovascular mortality was 99.4% (RR: 0.70; 95% CrI: 0.51 to 0.92) and 99.7% (RR: 0.58; 95% CrI: 0.38 to 0.86) respectively. In secondary prevention, the posterior probability of bempedoic acid increasing all-cause and cardiovascular mortality was 96.6% (RR: 1.15; 95% CrI: 0.99 to 1.33) and 97.2% (RR: 1.21; 95% CrI: 1.00 to 1.45) respectively. The probability of bemepdoic acid reducing MACE in the primary and secondary prevention settings was 99.9% (RR: 0.70; 95% CrI: 0.54 to 0.88) and 95.8% (RR: 0.92; 95% CrI: 0.84 to 1.01) respectively. CONCLUSION: In contrast to its effect in the primary prevention subgroup of CLEAR - Outcomes, bempedoic acid resulted in a more modest MACE reduction and a potential increase in mortality in the secondary prevention subgroup. Whether these findings represent true treatment effect heterogeneity or the play of chance requires further evidence.

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)0.005
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.027

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.005
Meta-epidemiology (narrow)0.0030.001
Meta-epidemiology (broad)0.0100.007
Bibliometrics0.0000.001
Science and technology studies0.0010.002
Scholarly communication0.0030.003
Open science0.0020.001
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0050.001

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 head0.014
GPT teacher head0.341
Teacher spread0.327 · 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

Citations4
Published2024
Admission routes1
Has abstractno

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