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Clinical Outcomes of Plavix and Generic Clopidogrel for Patients Hospitalized With an Acute Coronary Syndrome

2018· article· en· W2794178834 on OpenAlexafffundabout
Dennis T. Ko, Harlan M. Krumholz, Jack V. Tu, Peter C. Austin, Thérèse A. Stukel, Maria Koh, Alice Chong, Jose Francisco de Melo, Cynthia A. Jackevicius

Bibliographic record

VenueCirculation Cardiovascular Quality and Outcomes · 2018
Typearticle
Languageen
FieldMedicine
TopicAntiplatelet Therapy and Cardiovascular Diseases
Canadian institutionsUniversity Health NetworkInstitute for Clinical Evaluative SciencesSunnybrook Health Science Centre
FundersInstitute for Clinical Evaluative Sciences
KeywordsClopidogrelMedicineAcute coronary syndromeHazard ratioMyocardial infarctionInternal medicineConfidence intervalPropensity score matchingStroke (engine)PopulationProportional hazards modelCardiologyEmergency medicine

Abstract

fetched live from OpenAlex

Background: Clopidogrel is one of the most commonly prescribed medications because of its ability to improve clinical outcomes for a broad range of cardiovascular conditions. After patent protection expired for Plavix in 2012, many healthcare systems adopted generic clopidogrel as a strategy to reduce healthcare costs. Methods and Results: We conducted a population-based observational study to determine whether generic clopidogrel was noninferior to Plavix. Patients who were hospitalized with an acute coronary syndrome (ACS) from 2009 to 2014 in Ontario, Canada, >65 years, survived ≥7 days after discharge, were eligible for inclusion. The primary outcome was a composite of death and recurrent ACS at 1 year. The noninferiority margin was prespecified at a relative hazard difference of 10%. Inverse propensity of treatment weighting of the propensity score was used to account for differences in baseline characteristics between the treatment groups. The effect of clopidogrel on the hazard of clinical outcomes was estimated using a Cox proportional hazards model within the propensity-weighted cohort using Plavix as a reference. Our study included 24 530 patients with ACS, 12 643 were prescribed Plavix and 11 887 were prescribed generic clopidogrel at hospital discharge. The mean age was 77 years, 57% were men, and 21% had an ST-segment–elevation myocardial infarction. At 1 year, 17.6% of patients prescribed Plavix and 17.9% of patients prescribed clopidogrel experienced the primary outcome (hazard ratio, 1.02; 95% confidence interval, 0.96–1.08; P =0.005 for noninferiority). No significant differences between rates of death, all-cause readmission, ACS, stroke or transient ischemic attack, or bleeding were observed. Conclusions: Generic clopidogrel was noninferior to Plavix with respect to the composite end point of death and recurrent hospitalization for ACS at 1 year among adults >65 years after an ACS hospitalization. Our findings support generic clopidogrel in ACS, which could lead to substantial healthcare cost savings.

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)0.002
metaresearch head score (Gemma)0.008
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 score0.011
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.045
GPT teacher head0.343
Teacher spread0.298 · 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

Citations29
Published2018
Admission routes3
Has abstractyes

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