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P3592Safety analysis of rivaroxaban: a pooled analysis of the global XANTUS programme (real-world, prospective, observational studies for stroke prevention in patients with atrial fibrillation)

2017· article· en· W2795071851 on OpenAlexaffabout
Paulus Kirchhof, Ghazi Radaideh, Yeul Hong Kim, Fernando Laņas, S. Haas, Pierre Amarenco, Alexander G.G. Turpie, Miriam Bach, Marc Lambelet, Martin van Eickels, A. John Camm

Bibliographic record

VenueEuropean Heart Journal · 2017
Typearticle
Languageen
FieldMedicine
TopicAtrial Fibrillation Management and Outcomes
Canadian institutionsMcMaster University
Fundersnot available
KeywordsMedicineRivaroxabanAtrial fibrillationObservational studyStroke (engine)Pooled analysisInternal medicineCardiologyIntensive care medicineMeta-analysisWarfarin

Abstract

fetched live from OpenAlex

Background: Non-vitamin K antagonist oral anticoagulants (NOACs) are increasingly used for stroke prevention in atrial fibrillation (AF) but their real-world safety has not been fully explored. The real-world XANTUS study showed low rates of stroke and major bleeding in patients with AF treated with the NOAC rivaroxaban in Europe and Canada. XANAP and XANTUS-EL were sister studies in different geographical regions. Purpose: To assess the global safety profile of rivaroxaban in routine practice through a pooled analysis of the XANTUS programme studies, collecting information on AF patients in 47 countries. Methods: A pre-planned pooled analysis of the prospective, observational XANTUS, XANAP and XANTUS-EL studies of unselected patients with AF newly starting rivaroxaban for stroke prevention was performed. Patients were followed for 1 year, at ∼3-month intervals, or for ≥30 days after permanent discontinuation. Primary outcomes were major bleeding, adverse events (AEs) or serious AEs (SAEs) and all-cause mortality. Secondary outcomes included symptomatic thromboembolic events and non-major bleeding. Treatment-emergent major outcomes were adjudicated by a central committee.

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)0.037
metaresearch head score (Gemma)0.044
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 score0.037
Threshold uncertainty score0.195

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0370.044
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0060.034
Bibliometrics0.0050.005
Science and technology studies0.0000.000
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.134
GPT teacher head0.397
Teacher spread0.263 · 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

Citations2
Published2017
Admission routes2
Has abstractyes

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