Early recognition and risk stratification in cardiogenic shock: well begun is half done

E Polyzogopoulou, S Bezati, G Karamasis… - Journal of Clinical …, 2023 - mdpi.com
Cardiogenic shock is a complex syndrome manifesting with distinct phenotypes depending
on the severity of the primary cardiac insult and the underlying status. As long as therapeutic …

Revolutionizing Cardiology through Artificial Intelligence—Big Data from Proactive Prevention to Precise Diagnostics and Cutting-Edge Treatment—A Comprehensive …

E Stamate, AI Piraianu, OR Ciobotaru, R Crassas… - Diagnostics, 2024 - mdpi.com
Background: Artificial intelligence (AI) can radically change almost every aspect of the
human experience. In the medical field, there are numerous applications of AI and …

Development and external validation of a dynamic risk score for early prediction of cardiogenic shock in cardiac intensive care units using machine learning

Y Hu, A Lui, M Goldstein, M Sudarshan… - … Heart Journal: Acute …, 2024 - academic.oup.com
Aims Myocardial infarction and heart failure are major cardiovascular diseases that affect
millions of people in the USA with morbidity and mortality being highest among patients who …

The premise, promise, and perils of artificial intelligence in critical care cardiology

N Huerta, SJ Rao, A Isath, Z Wang… - Progress in …, 2024 - Elsevier
Artificial intelligence (AI) is an emerging technology with numerous healthcare applications.
AI could prove particularly useful in the cardiac intensive care unit (CICU) where its capacity …

Current and novel biomarkers in cardiogenic shock

V Galusko, FA Wenzl, C Vandenbriele… - European Journal of …, 2025 - Wiley Online Library
Cardiogenic shock (CS) carries a 30–50% in‐hospital mortality rate, with little improvement
in outcomes in the last decade. Challenges in improving outcomes are closely linked to the …

[HTML][HTML] From Escalate to Elevate: A New Paradigm for Comprehensive Cardiogenic Shock Management

DH Brahmbhatt, S Kalra, A Luk, F Billia - Canadian Journal of Cardiology, 2025 - Elsevier
Patients with cardiogenic shock (CS) present with critical hemodynamic compromise with
low cardiac output (CO) resulting in end-organ dysfunction. Prognosis is closely related to …

[HTML][HTML] Artificial Intelligence in the Early Prediction of Cardiogenic Shock in Acute Heart Failure or Myocardial Infarction Patients: A Systematic Review and Meta …

A Popat, S Yadav, SK Patel, S Baddevolu, S Adusumilli… - Cureus, 2023 - ncbi.nlm.nih.gov
Cardiogenic shock (CS) may have a negative impact on mortality in patients with heart
failure (HF) or acute myocardial infarction (AMI). Early prediction of CS can result in …

Tailored Therapy in Cardiogenic Shock: Case-Based Management Choices

SS Patlolla, AH Alam, JN Katz, SA Hall - The American Journal of …, 2024 - Elsevier
Cardiogenic shock (CS) is a complex, multisystem disorder precipitated by hypoperfusion
from cardiac dysfunction. Our current approach to defining and treating CS encompasses all …

Prediction of Acute Kidney Injury for Critically Ill Cardiogenic Shock Patients with Machine Learning Algorithms

X Zhang, Y Xiong, H Liu, Q Liu… - International Journal of …, 2025 - Taylor & Francis
Background The aim of this study was to use five machine learning approaches and logistic
regression to design and validate the acute kidney injury (AKI) prediction model for critically …

Optimization of referral system for providing medical services to cardiac patients with cardiogenic shock manifestation under uncertainty

S Kanani, I Mahdavi, N Ziaie… - Scientia …, 2024 - scientiairanica.sharif.edu
Cardiogenic shock, resulting from cardiac dysfunction, poses a dire threat during cardiac
emergencies, necessitating prompt inpatient transfers to intensive care units and aggressive …