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Record W2266859176 · doi:10.5935/abc.20160009

Paradigm-HF: a Paradigm Shift in Heart Failure Treatment?

2015· article· pt· W2266859176 on OpenAlexaboutno aff
Luís Cláudio Lemos Correia, Anis Rassi

Bibliographic record

VenueArquivos Brasileiros de Cardiologia · 2015
Typearticle
Languagept
FieldMedicine
TopicHeart Failure Treatment and Management
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineHeart failureParadigm shiftCardiologyIntensive care medicineInternal medicineEpistemology

Abstract

fetched live from OpenAlex

In the first semester of this year, the U.S. Food and Drug Administration (FDA) approved a new drug for the treatment of heart failure, LCZ696, commercially known as Entresto. This new treatment option was evaluated by the FDA on a priority basis (fast track designation), which allowed a faster release than usual. In Brazil, the drug is being evaluated by the National Health Surveillance Agency (Agencia Nacional de Vigilância Sanitaria- ANVISA), similarly to what occurs in Canada and the European Union countries. The scientific evidence that has supported the approval of the new drug by the FDA was primarily obtained from the results of the PARADIGM-HF (Prospective comparison of ARNI with ACEI to Determine Impact on Global Mortality and morbidity in Heart Failure) randomized clinical trial,1 which proved that LCZ696 was more effective than enalapril in a sample of more than 8,000 patients with systolic heart failure. The enthusiasm for the new drug is due to the fact that this is the first, among several drugs tested over more than 20 years, to demonstrate increased efficacy when compared to traditional treatment with Angiotensin-Converting Enzyme (ACE) inhibitors, beta-blockers and spironolactone. However, in the presence of exaggerated enthusiasm, one must carefully evaluate how much this feeling is proportional to the level of evidence. In a systematic analysis, we can say that the PARADIGM-HF trial has a low risk of bias and random errors when concluding that the LCZ696 is superior to enalapril at a dose of 20 mg daily. As for the size of the benefit, 21 patients need to use LCZ696 rather than enalapril for 27 months to prevent an event (death from cardiovascular causes or hospitalization for heart failure). This effect is qualitatively and quantitatively relevant. But does the PARADIGM-HF, in fact, represent a change in the paradigm of heart failure treatment?

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 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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.130
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
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)0.0000.002

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 head0.048
GPT teacher head0.302
Teacher spread0.254 · 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 teacher head, not a consensus.

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

Citations7
Published2015
Admission routes1
Has abstractyes

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