Use of machine learning to analyse routinely collected intensive care unit data: a systematic review

• Developing an Artificial Intelligence-Based Representation of a Virtual Patient Model for Real-Time Diagnosis of Acute Respiratory Distress Syndrome

  2023 Diagnostics article Medicine Respiratory Support and Mechanisms Open access

  7

  citations
• Predicting Readmission or Death After Discharge From the ICU: External Validation and Retraining of a Machine Learning Model

  2022 Critical Care Medicine article Computer Science Machine Learning in Healthcare Open access

  44

  citations
• Intensive Care Unit Physicians’ Perspectives on Artificial Intelligence–Based Clinical Decision Support Tools: Preimplementation Survey Study

  2022 JMIR Human Factors article Medicine Artificial Intelligence in Healthcare and Education Open access

  38

  citations
• 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

  2022 Frontiers in Big Data article Computer Science Machine Learning in Healthcare Open access

  12

  citations
• Risk of bias of prognostic models developed using machine learning: a systematic review in oncology

  2022 Diagnostic and Prognostic Research review Mathematics Statistical Methods in Epidemiology Open access

  80

  citations
• Modern Learning from Big Data in Critical Care: Primum Non Nocere

  2022 Neurocritical Care article Computer Science Machine Learning in Healthcare Open access

  11

  citations
• Methodological conduct of prognostic prediction models developed using machine learning in oncology: a systematic review

  2022 BMC Medical Research Methodology review Mathematics Statistical Methods in Epidemiology Open access

  138

  citations
• Predicting responders to prone positioning in mechanically ventilated patients with COVID-19 using machine learning

  2022 Annals of Intensive Care article Medicine Respiratory Support and Mechanisms Open access cited by 1 patent

  14

  citations
• Protocol for development of a reporting guideline (TRIPOD-AI) and risk of bias tool (PROBAST-AI) for diagnostic and prognostic prediction model studies based on artificial intelligence

  2021 BMJ Open article Decision Sciences Meta-analysis and systematic reviews Open access cited by 1 patent

  844

  citations
• Reporting of prognostic clinical prediction models based on machine learning methods in oncology needs to be improved

  2021 Journal of Clinical Epidemiology article Decision Sciences Meta-analysis and systematic reviews Open access

  110

  citations
• Management of ARDS: From ventilation strategies to intelligent technical support – Connecting the dots

  2020 Trends in Anaesthesia and Critical Care article Medicine Respiratory Support and Mechanisms Open access

  6

  citations

11 results