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Abstract 14628: Residual Stroke Risk Among Atrial Fibrillation Patients Treated With Warfarin or Novel Oral Anticoagulants: A Patient Level Meta-Analysis From Combine AF

2023· article· en· W4389958874 on OpenAlexaff
Linda Johnson, Alexander P. Benz, John W. Eikelboom, Lars Wallentin, Manesh R. Patel, Stuart J. Connolly, Jeff S. Healey

Bibliographic record

VenueCirculation · 2023
Typearticle
Languageen
FieldMedicine
TopicAtrial Fibrillation Management and Outcomes
Canadian institutionsMcMaster UniversityPopulation Health Research Institute
Fundersnot available
KeywordsMedicineAtrial fibrillationStroke (engine)WarfarinInternal medicineCardiologyEmbolism

Abstract

fetched live from OpenAlex

Introduction: Despite oral anticoagulation treatment atrial fibrillation (AF) patients have residual risk of ischemic stroke and systemic embolism (SE) which could potentially be mitigated. Methods: Harmonized individual patient data from five landmark trials testing direct oral anticoagulants (DOAC) were pooled in the COMBINE-AF dataset, which we used to calculate annual rate of ischemic stroke/SE according to CHA 2 DS 2 -Vasc score, history of stroke, and AF type. Results: We included 71,794 subjects (median age 72 IQR 65-78 years 61.3% male) with CHA 2 DS 2 -Vasc scores≥2 randomized to either standard- or lower-dose DOAC or warfarin, and followed for a median of 2.1 (IQR 1.5-2.7) years. The median CHA 2 DS 2 -VASc score was 4 (IQR 3-5), and 18.8% had a history of stroke and 76.4% had non-paroxysmal AF. The overall annual stroke/SE rate was 1.33%/year (95%CI 1.27-1.39%). Subjects with non-paroxysmal AF had higher stroke/SE rates, 1.38%/year (95%CI 1.31-1.45%) compared to 1.15%/year (95%CI 1.05-1.27%) with paroxysmal AF. The rate increased by a RR 1.36 (95%CI 1.32-1.41%) per CHA 2 DS 2 -VASc point; in subjects with CHA 2 DS 2 -VASc≥4, the stroke/SE rate was 1.67%/year (95%CI 1.59-1.75%). Annual stroke/SE rates were higher in subjects with a prior stroke, 2.51%/year (95%CI 2.33-2.71%), and increased with higher CHA 2 DS 2 -VaSc score; RR 1.11 (95%CI 1.05-1.18), Figure 1 . After premature permanent discontinuation of study drug, which occurred in 22% of individuals, stroke/SE rates were 3.6%/year (95%CI 3.4-3.9%) overall; 6.5%/year (95%CI 5.7-7.4%) in those with prior stroke. During follow-up 8.9% of subjects died. Conclusions: Despite treatment with oral anticoagulation in a clinical trial setting, there remains an 8.4% risk of stroke/SE over five years in subjects with CHA 2 DS 2 -Vasc≥4, and 12.5% over five years in subjects with a prior stroke. Permanent discontinuation is common, and associated with stroke/SE risks of almost 20% over five years.

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)0.012
metaresearch head score (Gemma)0.023
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: Meta-analysis
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.012
Threshold uncertainty score0.066

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.023
Meta-epidemiology (narrow)0.0030.001
Meta-epidemiology (broad)0.0110.046
Bibliometrics0.0020.003
Science and technology studies0.0010.000
Scholarly communication0.0040.001
Open science0.0020.001
Research integrity0.0020.002
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 head0.179
GPT teacher head0.332
Teacher spread0.154 · 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 designMeta-analysis
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

Citations0
Published2023
Admission routes1
Has abstractyes

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