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Record W4324334423 · doi:10.1016/j.jjcc.2023.03.004

Antithrombotic therapies in Canadian atrial fibrillation patients with concomitant coronary artery disease: Insights from the CONNECT AF + PCI-II program

2023· article· en· W4324334423 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Cardiology · 2023
Typearticle
Languageen
FieldMedicine
TopicAtrial Fibrillation Management and Outcomes
Canadian institutionsMoncton HospitalDalhousie UniversityUniversity of OttawaCentre Hospitalier Universitaire de SherbrookeRoyal Jubilee HospitalUniversity of British ColumbiaLakeridge HealthSt Joseph's Health CentreThe Scarborough HospitalMcGill UniversitySouthlake Regional Health CenterCentre Hospitalier de l’Université de MontréalUniversité LavalUniversity of AlbertaMontreal Heart InstituteCape Breton Regional HospitalUniversity of ManitobaInstitut universitaire de cardiologie et de pneumologie de QuébecSunnybrook Health Science CentreJewish General HospitalSt. Michael's HospitalSt. Boniface HospitalWindsor Regional HospitalUniversity of CalgaryHealth Sciences CentreLibin Cardiovascular Institute of AlbertaCentre hospitalier universitaire de QuébecCégep de Sorel-TracyCanadian Heart Research CentreSt. Paul's HospitalWestern UniversityRegina General HospitalUniversity of Toronto
FundersPfizer CanadaBayer CanadaEsperion TherapeuticsHLS TherapeuticsServierDuke Clinical Research InstituteNovo NordiskDaiichi-SankyoRegeneron PharmaceuticalsBoston Scientific CorporationYork UniversityBristol-Myers SquibbEli Lilly and CompanyAstraZenecaCSL BehringUniversity of TorontoCleveland ClinicPfizerHeart and Stroke Foundation of CanadaAmerican RegentSanofiAmgen
KeywordsMedicineAntithromboticInternal medicineConventional PCICardiologyAtrial fibrillationApixabanAcute coronary syndromeClopidogrelPercutaneous coronary interventionAspirinInterquartile rangeTIMICoronary artery diseaseRivaroxabanWarfarinMyocardial infarction

Abstract

fetched live from OpenAlex
No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.042
Threshold uncertainty score0.271

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.030
GPT teacher head0.290
Teacher spread0.259 · 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