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Angiographic Disease Progression and Residual Risk of Cardiovascular Events While on Optimal Medical Therapy

2011· article· en· W2146715800 on OpenAlexaff
G.B. John Mancini, Pamela Hartigan, Eric Bates, Steven P. Sedlis, David J. Maron, John A. Spertus, Daniel S. Berman, William J. Kostuk, Leslee J. Shaw, William S. Weintraub, Koon Teo, Marcin Dada, Bernard Chaitman, Robert A. O’Rourke, William E. Boden

Bibliographic record

VenueCirculation Cardiovascular Interventions · 2011
Typearticle
Languageen
FieldMedicine
TopicCoronary Interventions and Diagnostics
Canadian institutionsMcMaster University
Fundersnot available
KeywordsDiseaseMedicineResidual riskMedical therapyResidualCardiologyIntensive care medicineInternal medicineComputer scienceAlgorithm

Abstract

fetched live from OpenAlex

BACKGROUND: The extent to which recurrent events in patients with stable coronary artery disease is attributable to progression of an index lesion originally ≥50% diameter stenosis (DS) but not revascularized or originally <50% DS is unknown during optimal medical therapy (OMT). METHODS AND RESULTS: In the COURAGE (Clinical Outcomes Utilizing Revascularization and Aggressive Drug Evaluation) trial, 205 patients assigned to OMT plus percutaneous coronary intervention (PCI) and 284 patients assigned to OMT only had symptom-driven angiograms suitable for analysis. Percentages of patients in the OMT+PCI and OMT-only cohorts with index lesions originally <50% DS were 30% and 32%, respectively; 20% and 68% had index lesions originally ≥50% DS. In both groups, index lesions originally <50% or ≥50% DS represented <4% and <25% of all such lesions, respectively. The only angiographic predictor of myocardial infarction or acute coronary syndrome was the number of lesions originally ≥50% DS that had not been revascularized (odds ratio, 1.15; confidence limits, 1.01-1.31; P<0.04). CONCLUSIONS: Lesions originally <50% DS were index lesions in one third of patients referred for symptom-driven repeat angiography, but represented <4% of all such lesions. Nonrevascularized lesions originally ≥50% DS were more often index lesions in OMT-only patients, but still represented a minority (<25%) of all such lesions. These findings underscore the need for improved therapies to arrest plaque progression and reliable strategies for selecting stenoses warranting PCI.

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)0.001
metaresearch head score (Gemma)0.003
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 score0.001
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.059
GPT teacher head0.304
Teacher spread0.245 · 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

Citations54
Published2011
Admission routes1
Has abstractyes

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