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Review Open access Sep 2026

Artificial Intelligence in Cardiology: An Evidence Map Across Subspecialties, 2014–2026

Artificial intelligence (AI) is increasingly being applied in healthcare, including cardiology, with growing interest in its potential to support diagnosis, prognosis, and clinical decision-making. The rapid pace of technological advancements is not matched by equivalent progress in the regulation and appraisal of th...

Łukasz Kołtowski, M. Basza, M. Soliński et al. · 0 citations

AI-PPG for pre-screening of reduced left ventricular ejection fraction: development and prospective external validation

An ensemble model combining logistic regression, random forest, gradient boosting, and support vector machine was developed using cross-validated hyperparameter tuning to identify reduced LVEF and was externally validated in an independent prospective cohort from the Medical University of Warsaw.

M. Basza, M. Soliński, Damian Kucharski et al. · 0 citations

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