Kateryna Nikulina

RWTH Aachen University — Germany

Computer Science · Physical Sciences

2h-index18citations8works1.32yr avg
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Research Topics

Machine Learning in Healthcare(5), Sepsis Diagnosis and Treatment(3), Artificial Intelligence in Healthcare and Education(2), COVID-19 Clinical Research Studies(1), SARS-CoV-2 and COVID-19 Research(1)

Publications8 total

GPT-4o and the quest for machine learning interpretability in ICU risk of death prediction
BMC Medical Informatics and Decision Making·2025Open Access
Digital Twins to Evaluate the Risk of Ventilator-Induced Lung Injury During Airway Pressure Release Ventilation Compared With Pressure-Controlled Ventilation
Critical Care Medicine·2025· 1 citedOpen Access
GPT-4o and the Quest for Machine Learning Interpretability in ICU Mortality Prediction
2024Open Access
A hybrid modeling framework for generalizable and interpretable predictions of ICU mortality across multiple hospitals
Scientific Reports·2024· 4 citedOpen Access
Transfer Learning Across Diseases Opens a Novel Route Towards Pandemic Preparedness
2023Open Access
A Hybrid Modeling Framework for Generalizable and Interpretable Predictions of ICU Mortality: Leveraging ICD Codes in a Multi-Hospital Study of Mechanically Ventilated Influenza Patients
Research Square (Research Square)·2023· 2 citedOpen Access
Application of convex hull analysis for the evaluation of data heterogeneity between patient populations of different origin and implications of hospital bias in downstream machine-learning-based data processing: A comparison of 4 critical-care patient datasets
Frontiers in Big Data·2022· 10 citedOpen Access
Description of the clinical picture of COVID-19 in patients with fatal outcome
Infectious diseases News Opinions Training·2022· 1 citedOpen Access

Frequent Co-authors

Andreas Schuppert(7), Sebastian Fritsch(6), Moein E. Samadi(5), Konstantin Sharafutdinov(4), Gernot Marx(3), Richard Polzin(2), Johannes Bickenbach(2), Jorge Guzman-Maldonado(2), Hedieh Mirzaieazar(2), Jayesh Sudhir Bhat(1), Hannah Mayer(1), William Joy(1), B Albanese(1), Donald P. Oakley(1), Sonal Mistry(1), Bindi S. Brook(1), Jonathan G. Hardman(1), John G. Laffey(1), Louise Rose(1), Luigi Camporota(1)