MétaCan
Menu
Back to cohort

Recent Update to the US Cholesterol Treatment Guidelines

2016· review· en· W2346332843 on OpenAlexaboutno aff
Matthew Nayor, Ramachandran S. Vasan

Bibliographic record

VenueCirculation · 2016
Typereview
Languageen
FieldMedicine
TopicLipoproteins and Cardiovascular Health
Canadian institutionsnot available
FundersNational Heart, Lung, and Blood InstituteNational Institutes of Health
KeywordsGuidelineMedicineStatinRisk assessmentNational Cholesterol Education ProgramCanadian Cardiovascular SocietyAbsolute risk reductionEvidence-based medicineIntensive care medicineFamily medicineInternal medicineAlternative medicineConfidence intervalPathologyMetabolic syndrome

Abstract

fetched live from OpenAlex

The 2013 American College of Cardiology/American Heart Association (ACC/AHA) cholesterol guideline advocated several changes from the previous Adult Treatment Panel III guidelines. Assuming full implementation, the 2013 ACC/AHA guideline would identify ≈13 million Americans as newly eligible for consideration of statin therapy. Three features of the 2013 ACC/AHA guideline primarily responsible for these differences are the specific risk assessment tool endorsed, the risk threshold considered sufficient to warrant primary prevention statin therapy, and the decision not to include cholesterol treatment targets. There is no consensus among international guidelines on the optimal approach to these 3 components. The 2013 ACC/AHA guideline recommends assessing absolute risk with the Pooled Cohort equations, which were developed to improve on previous risk assessment models by including stroke as an outcome and by broadening racial and geographic diversity. Each of the leading international guidelines recommends a different equation for absolute risk assessment. The 2013 ACC/AHA guideline advises consideration of statin therapy for an estimated 10-year risk of atherosclerotic vascular disease of ≥7.5%, which is lower than the thresholds recommended by other leading international guidelines. Lastly, the 2013 ACC/AHA guideline does not endorse a treat-to-target strategy but instead specifies the appropriate intensity of statin for each risk category. This approach is shared by the National Institute for Health and Care Excellence guidelines but differs from other international guidelines. In this review, we summarize the 2013 ACC/AHA cholesterol guideline recommendations and compare them with recommendations from Adult Treatment Panel III and other leading international guidelines.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.998
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
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)0.0000.001

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 head0.109
GPT teacher head0.386
Teacher spread0.277 · 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.

Study designOther design
Domainnot available
GenreReview

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

Citations104
Published2016
Admission routes1
Has abstractyes

Explore more

Same venueCirculationSame topicLipoproteins and Cardiovascular HealthFrench-language works237,207