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Record W4387449702 · doi:10.1016/j.jcin.2023.08.018

Impact of Post-PCI FFR Stratified by Coronary Artery

2023· review· en· W4387449702 on OpenAlexaff
Carlos Collet, Nils P. Johnson, Takuya Mizukami, William F. Fearon, Colin Berry, Jeroen Sonck, Damien Collison, Bon‐Kwon Koo, Nicolas Méneveau, Shiv Kumar Agarwal, Barry F. Uretsky, Abdul Hakeem, Joon‐Hyung Doh, Bruno R. da Costa, Keith G. Oldroyd, Jonathon Leipsic, Umberto Morbiducci, Charles A. Taylor, Brian Ko, Pim A.L. Tonino, Divaka Perera, Toshiro Shinke, Claudio Chiastra, Andrei C. Spósito, Antonio Maria Leone, Olivier Müller, Stéphane Fournier, Hitoshi Matsuo, Julien Adjedj, Nicolas Amabile, Zsolt Piróth, Fernándo Alfonso, Fernando Rivero, Jung‐Min Ahn, Gábor G. Tóth, Abdul Rahman Ihdayhid, Nick E.J. West, Tetsuya Amano, Eric Wyffels, Daniel Munhoz, Marta Belmonte, Hirofumi Ohashi, Koshiro Sakai, Emanuele Gallinoro, Emanuele Barbato, Thomas Engstrøm, Javier Escaned, Ziad A. Ali, Morton J. Kern, Nico H.J. Pijls, Peter Jüni, Bernard De Bruyne

Bibliographic record

VenueJACC: Cardiovascular Interventions · 2023
Typereview
Languageen
FieldMedicine
TopicCoronary Interventions and Diagnostics
Canadian institutionsUniversity of British Columbia
FundersBritish Heart Foundation
KeywordsConventional PCICardiologyInternal medicineMedicineArteryMyocardial 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.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Meta-epidemiology (broad), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.855
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.041
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.093
GPT teacher head0.395
Teacher spread0.302 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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

Citations48
Published2023
Admission routes1
Has abstractno

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