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Guidelines versus trial-evidence for statin use in primary prevention: The Copenhagen General Population Study

2021· article· en· W4200158653 on OpenAlexfundaboutno aff
Martin Bødtker Mortensen, Børge G. Nordestgaard

Bibliographic record

VenueAtherosclerosis · 2021
Typearticle
Languageen
FieldMedicine
TopicLipoproteins and Cardiovascular Health
Canadian institutionsnot available
FundersCenter for Computational Sciences, University of KentuckyEuropean Society of Contraception and Reproductive HealthAmerican Heart AssociationGentofte HospitalCanadian Cardiovascular SocietyState Key Laboratory of Environmental Adaptability for Industrial ProductsNational Institute for Health and Care ExcellenceAmerican Chemistry Council
KeywordsPrimary preventionStatinMedicinePrimary (astronomy)PopulationHydroxymethylglutaryl-CoA Reductase InhibitorsEnvironmental healthInternal medicineDisease

Abstract

fetched live from OpenAlex

BACKGROUND AND AIMS: Guideline-recommended use of risk calculators to select for statin therapy in primary prevention has never been tested in a randomized controlled trial (RCT). We determined the extent to which guideline-based statin recommendations from the American College of Cardiology/American Heart Association (ACC/AHA), Canadian Cardiovascular Society(CCS), UK National Institute for Health and Care Excellence (NICE), and European Society of Cardiology/European Atherosclerosis Society (ESC/EAS) is supported by available evidence from RCTs. METHODS: 79,171 individuals from the Copenhagen General Population Study who were free of ASCVD and statin use at baseline were included. RCT evidence supporting guideline-recommended statin allocation and the estimated number needed to treat (NNT) to prevent one ASCVD event were assessed. RESULTS: During 8.2 years of follow-up, 4031 ASCVD events occurred. Of individuals eligible for statin therapy with the ACC/AHA, CCS, NICE and ESC/EAS guidelines, 86%, 88%, 88% and 84% had direct RCT evidence of statin efficacy, respectively (guideline-positive&RCT-positive). This group represented 26-37% of all 79,171 individuals, while guideline-positive&RCT-negative individuals represented 5-7%, guideline-negative&RCT-positive individuals 28-39%, and guideline-negative&RCT-negative individuals represented 30-31%. The ASCVD events per 1000 person-years were 11.4-12.7 (guideline-positive&RCT-positive), 6.3-8.0 (guideline-positive&RCT-negative), 4.2-5.2 (guideline-negative&RCT-positive), and 2.3-2.5 (guideline-negative&RCT-negative), respectively, while the corresponding NNT to prevent one event in 10 years using high-intensity statin were 19-21, 30-32, 48-60, and 105-125, respectively. CONCLUSIONS: The far majority of individuals eligible for guideline-recommended primary prevention with statins have direct RCT evidence supporting statin use. Allocating statins based on guideline-criteria is more efficient with lower NNT for preventing ASCVD events than allocating statin therapy based solely on RCT 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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.564
Threshold uncertainty score0.393

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.324
GPT teacher head0.424
Teacher spread0.100 · 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 teacher head, 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

Citations7
Published2021
Admission routes2
Has abstractyes

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