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Bleeding Severity After Percutaneous Coronary Intervention

2018· article· en· W2789885835 on OpenAlexaff
Björn Redfors, Philippe Généreux, Bernhard Witzenbichler, Ajay J. Kirtane, Thomas McAndrew, Giora Weisz, Thomas Stuckey, Timothy D. Henry, Akiko Maehara, Roxana Mehran, Gregg W. Stone

Bibliographic record

VenueCirculation Cardiovascular Interventions · 2018
Typearticle
Languageen
FieldMedicine
TopicTrauma, Hemostasis, Coagulopathy, Resuscitation
Canadian institutionsHôpital du Sacré-Cœur de Montréal
Fundersnot available
KeywordsPercutaneous coronary interventionMedicinePercutaneousCardiologyInternal medicineMyocardial infarction

Abstract

fetched live from OpenAlex

Background— In-hospital bleeding after percutaneous coronary intervention is associated with increased mortality. We studied the impact of bleeding severity, defined as magnitude of Hgb (hemoglobin) reduction from baseline (ΔHgb), on the risk of death and other adverse events. Methods and Results— We studied the association between ΔHgb, baseline characteristics, and outcomes among 7608 patients in the ADAPT-DES registry (Assessment of Dual Antiplatelet Therapy With Drug-Eluting Stents) who had information on Hgb values before and after they underwent successful percutaneous coronary intervention. Post-percutaneous coronary intervention, 5985 (78.7%) patients had a drop in Hgb, with 2684 patients (35.3%) having a ΔHgb <1.0 g/dL, 2338 (30.7%) ≥1.0 to <2.0 g/dL, 745 (9.8%) ≥2.0 to <3.0 g/dL, 145 (1.9%) ≥3.0 to <4.0 g/dL, and 73 (1.0%) ≥4.0 g/dL. The risk of dying within 2 years was 3.3% with <1.0 g/dL ΔHgb, 3.4% with ΔHgb ≥1.0 to <2.0 g/dL, 3.7% with ΔHgb ≥2.0 to <3.0 g/dL, 4.1% with ΔHgb ≥3.0 to <4.0 g/dL, and 9.8% with ΔHgb ≥4.0 g/dL ( P =0.03). The risk of major adverse cardiac events (defined as cardiac death, myocardial infarction, or stent thrombosis) was higher for patients with ΔHgb ≥4.0 g/dL (adjusted hazard ratio, 3.39; 95% confidence interval, 1.97–5.83; P <0.001) and for patients with ΔHgb ≥3.0 to <4.0 g/dL (adjusted hazard ratio, 2.17; 95% confidence interval, 1.34–3.53; P =0.002). Conclusions— Among patients who undergo successful percutaneous coronary intervention, bleeding events that result in ΔHgb ≥4.0 g/dL are associated with a considerably increased risk of dying. Clinical Trial Registration— URL: https://www.clinicaltrials.gov . Unique identifier: NCT00638794.

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)0.004
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 score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.035
GPT teacher head0.304
Teacher spread0.269 · 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

Citations16
Published2018
Admission routes1
Has abstractyes

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