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Record W3165672209 · doi:10.48336/3k76-9y69

Single centre analysis of revascularization strategy in Newfoundland and Labrador multivessel disease patients

2022· dissertation· en· W3165672209 on OpenAlexaffabout
K. Vasanthan

Bibliographic record

VenueMemorial University Research Repository (Memorial University) · 2022
Typedissertation
Languageen
FieldMedicine
TopicCoronary Interventions and Diagnostics
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsMaceConventional PCIMedicinePercutaneous coronary interventionCardiologyRevascularizationCoronary artery diseaseInternal medicinePopulationSurgeryArteryMyocardial infarction

Abstract

fetched live from OpenAlex

Background: Coronary artery disease (CAD) can be managed with Percutaneous Coronary Intervention (PCI) or Coronary Artery Bypass Grafting (CABG). Management of subtypes of CAD, including Multivessel Disease (MVD) and isolated Left Main Coronary Artery (LMCA) disease, continue to evolve in the literature. An observational registry may provide implications for management of CAD. Methods: All isolated LMCA and triple-vessel disease patients who received either PCI or CABG in Newfoundland & Labrador (NL) were analyzed in two separate studies. The first study evaluated isolated LMCA patients for freedom from Major Adverse Cardiac Events (MACE). The second study evaluated triple vessel disease patients for in-hospital mortality post revascularization. Results: Firstly, 115 patients with isolated LMCA disease (n=7 PCI, n=99 CABG, n=9 medical management) were identified from May 2006 to October 2015. The rate of MACE at 1 year was 5.1% in the CABG cohort. Secondly, a total of 1604 triple vessel disease patients (n=45 PCI, n=1559 CABG) were analyzed with a median follow up of 5.4 years. The in-hospital mortality rate was 2.2% and 1.2% in the PCI and CABG cohorts, respectively (p=0.533). Conclusion: CABG represented the most common revascularization strategy for both study populations. Freedom from MACE at one year in the CABG isolated LMCA patients was comparable to the literature. Early survival rates were comparable in low-risk triple vessel disease patients revascularized with either therapy and further evaluation is warranted to account for an increasing number of this population being revascularized via 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 score0.644
Threshold uncertainty score0.707

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.020
GPT teacher head0.277
Teacher spread0.256 · 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

Citations0
Published2022
Admission routes2
Has abstractyes

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