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Record W4409503598 · doi:10.1093/eurheartjsupp/suaf021

What has changed in the management of chronic ischaemic heart disease? The new European Society of Cardiology Guidelines 2024

2025· article· en· W4409503598 on OpenAlexaboutno aff
Domenico Galante, Giulia La Vecchia, Antonio Maria Leone, Filippo Crea

Bibliographic record

VenueEuropean Heart Journal Supplements · 2025
Typearticle
Languageen
FieldMedicine
TopicCardiac Imaging and Diagnostics
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineCardiologyInternal medicineCoronary artery diseaseRevascularizationEjection fractionPercutaneous coronary interventionAspirinCanadian Cardiovascular SocietyAnginaFunctional testingFramingham Risk ScoreIntensive care medicineDiseaseMyocardial infarctionHeart failureMEDLINE

Abstract

fetched live from OpenAlex

The 2024 ESC Guidelines for the management of chronic coronary syndromes expand the concept of CCS (chronic coronary syndrome), adopting a broader vision that includes structural and functional alterations throughout the coronary tree. A significant update concerns the stratification of coronary artery disease risk, with a central role played by the integration of cardiovascular risk factors. In the choice of diagnostic test, coronary computed axial tomography remains the 'gatekeeper' to exclude the disease in low-risk patients. Non-invasive functional tests are preferred in intermediate-high-risk patients, while coronary angiography is recommended for high-risk patients. There is renewed interest in angina and/or ischaemia in the absence of obstructive coronary artery disease (ANOCA/INOCA) patients, in whom the persistence of symptoms requires a complete invasive functional assessment to identify the specific endotype and personalize treatment. The therapeutic approach is characterized by a holistic vision of the patient. The role of aspirin in primary prevention is emphasized. In secondary prevention, revascularization remains essential, especially in patients with ejection fraction > 35% and high anatomical or ischaemic risk. Bypass is preferred in diabetics and patients with complex coronary anatomy, while percutaneous coronary intervention represents a valid alternative, supported by the aid of intracoronary imaging. Increased use of colchicine and semaglutide is recommended.

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.830
Threshold uncertainty score0.431

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.072
GPT teacher head0.361
Teacher spread0.289 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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
Published2025
Admission routes1
Has abstractyes

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