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Record W4414346580 · doi:10.1093/eurjpc/zwaf540

Cardiovascular disease prevention and management in COVID-19: a clinical consensus statement of the European Association of Preventive Cardiology, the European Association of Cardiovascular Imaging, the Association of Cardiovascular Nursing & Allied Professions, the European Association of Percutaneous Cardiovascular Interventions, and the Heart Failure Association of the ESC

2025· article· en· W4414346580 on OpenAlexaff
Vassilios S. Vassiliou, Vasiliki Tsampasian, Maria–Luiza Luchian, Flavio D’Ascenzi, Fabrizio D’Ascenzo, Javier Escaned, Sabiha Gati, Martin Halle, Konstantinos C. Koskinas, Lis Neubeck, Michael Papadakis, Steffen E. Petersen, Arsen Ristić, Marco Metra, Giuseppe Biondi‐Zoccai

Bibliographic record

VenueEuropean Journal of Preventive Cardiology · 2025
Typearticle
Languageen
FieldMedicine
TopicLong-Term Effects of COVID-19
Canadian institutionsSurgical Specialties (Canada)
Fundersnot available
KeywordsDiseasePsychological interventionMEDLINECardiovascular healthPandemicDisease managementDisease preventionAssociation (psychology)

Abstract

fetched live from OpenAlex

The coronavirus-associated disease 2019 (COVID-19) pandemic has posed significant challenges due to the complex interplay between SARS-CoV-2 infection and cardiovascular disease. COVID-19 can trigger and exacerbate cardiovascular complications, observed both during the acute phase of infection and in the post-acute phase, with some individuals developing long-term sequelae collectively termed Long COVID. Additionally, reinfection and adverse reactions to COVID-19 vaccines may contribute to cardiovascular events. This clinical consensus statement, developed by associations of the European Society of Cardiology, aims to provide a comprehensive overview of cardiovascular prevention strategies across all stages of COVID-19. These include addressing cardiovascular risk associated with acute infection, prior infection, Long COVID, reinfection, and post-vaccination events. Key recommendations focus on preventing and managing cardiovascular manifestations in patients with acute or prior COVID-19, implementing targeted cardiovascular rehabilitation, and introducing interventions to mitigate the severity of Long COVID. The document also emphasizes lifestyle modifications and personalized therapeutic approaches to enhance patient outcomes. Given the evolving nature of COVID-19 and its long-term cardiovascular implications, ongoing research is crucial to address existing knowledge gaps, optimize preventive strategies, and improve patient care. Future studies should prioritize the individualization of preventive measures for diverse populations, refine rehabilitation strategies, and advance long-term cardiovascular care, ensuring that evidence-based practices continue to evolve alongside emerging data.

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)0.124
metaresearch head score (Gemma)0.024
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow)
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.208
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.1240.024
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0030.009
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.017
GPT teacher head0.322
Teacher spread0.305 · 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 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

Citations1
Published2025
Admission routes1
Has abstractyes

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Same venueEuropean Journal of Preventive CardiologySame topicLong-Term Effects of COVID-19French-language works237,207