Issue Special Issue 2/2022
Big Data in Neurocritical Care
Content (22 Articles)
Navigating the Ocean of Big Data in Neurocritical Care
Rajat Dhar, Geert Meyfroidt
Pro: Neurocritical Care Big Data and AI: It’s About Expertise
J. Claude Hemphill III
Big Data/AI in Neurocritical Care: Maybe/Summary
Jose I. Suarez
Big Data and Artificial Intelligence in Intensive Care Unit: From “Bla, Bla, Bla” to the Incredible Five V’s
Valentina Bellini, Marina Valente, Paolo Pelosi, Paolo Del Rio, Elena Bignami
The Noise of Bla, Bla, Bla, and the Missing Sound of Facts
Giuseppe Citerio
Modern Learning from Big Data in Critical Care: Primum Non Nocere
Benjamin Y. Gravesteijn, Ewout W. Steyerberg, Hester F. Lingsma
Demystifying the Black Box: The Importance of Interpretability of Predictive Models in Neurocritical Care
Laura Moss, David Corsar, Martin Shaw, Ian Piper, Christopher Hawthorne
Opportunities and Challenges in High-Quality Contemporary Data Collection in Traumatic Brain Injury: The CENTER-TBI Experience
Andrew I. R. Maas, Ari Ercole, Veronique De Keyser, David K. Menon, Ewout W. Steyerberg
Harmonization of Physiological Data in Neurocritical Care: Challenges and a Path Forward
Richard Moberg, Ethan Jacob Moyer, DaiWai Olson, Eric Rosenthal, Brandon Foreman
Leveraging Continuous Vital Sign Measurements for Real-Time Assessment of Autonomic Nervous System Dysfunction After Brain Injury: A Narrative Review of Current and Future Applications
Jamie Podell, Melissa Pergakis, Shiming Yang, Ryan Felix, Gunjan Parikh, Hegang Chen, Lujie Chen, Catriona Miller, Peter Hu, Neeraj Badjatia
Blood Pressure Variability Indices for Outcome Prediction After Thrombectomy in Stroke by Using High-Resolution Data
Corinne Inauen, Jens M. Boss, Mira Katan, Andreas R. Luft, Zsolt Kulcsar, Jan F. Willms, Stefan Y. Bögli, Emanuela Keller
Vector Angle Analysis of Multimodal Neuromonitoring Data for Continuous Prediction of Delayed Cerebral Ischemia
Murad Megjhani, Miriam Weiss, Soon Bin Kwon, Jenna Ford, Daniel Nametz, Nick Kastenholz, Hart Fogel, Angela Velazquez, David Roh, Sachin Agarwal, E. Sander Connolly Jr., Jan Claassen, Gerrit A. Schubert, Soojin Park
Precision Care in Cardiac Arrest: ICECAP (PRECICECAP) Study Protocol and Informatics Approach
Jonathan Elmer, Zihuai He, Teresa May, Elizabeth Osborn, Richard Moberg, Stephanie Kemp, Jesse Stover, Ethan Moyer, Romergryko G. Geocadin, Karen G. Hirsch
Outcome Prediction of Postanoxic Coma: A Comparison of Automated Electroencephalography Analysis Methods
Stanley D. T. Pham, Hanneke M. Keijzer, Barry J. Ruijter, Antje A. Seeber, Erik Scholten, Gea Drost, Walter M. van den Bergh, Francois H. M. Kornips, Norbert A. Foudraine, Albertus Beishuizen, Michiel J. Blans, Jeannette Hofmeijer, Michel J. A. M. van Putten, Marleen C. Tjepkema-Cloostermans
Endotypes and the Path to Precision in Moderate and Severe Traumatic Brain Injury
Tej D. Azad, Pavan P. Shah, Han B. Kim, Robert D. Stevens
Prolonged Automated Robotic TCD Monitoring in Acute Severe TBI: Study Design and Rationale
Shraddha Mainali, Danilo Cardim, Aarti Sarwal, Lisa H. Merck, Sharon D. Yeatts, Marek Czosnyka, Lori Shutter
Neurocritical Care Performance Measures Derived from Electronic Health Record Data are Feasible and Reveal Site-Specific Variation: A CHoRUS Pilot Project
Sophie E. Ack, Shamelia Y. Loiseau, Guneeti Sharma, Joshua N. Goldstein, India A. Lissak, Sarah M. Duffy, Edilberto Amorim, Paul Vespa, Joseph Randall Moorman, Xiao Hu, Gilles Clermont, Soojin Park, Rishikesan Kamaleswaran, Brandon P. Foreman, Eric S. Rosenthal
Natural Language Processing of Radiology Reports to Detect Complications of Ischemic Stroke
Matthew I. Miller, Agni Orfanoudaki, Michael Cronin, Hanife Saglam, Ivy So Yeon Kim, Oluwafemi Balogun, Maria Tzalidi, Kyriakos Vasilopoulos, Georgia Fanaropoulou, Nina M. Fanaropoulou, Jack Kalin, Meghan Hutch, Brenton R. Prescott, Benjamin Brush, Emelia J. Benjamin, Min Shin, Asim Mian, David M. Greer, Stelios M. Smirnakis, Charlene J. Ong
Multimodal MRI-Based Whole-Brain Assessment in Patients In Anoxoischemic Coma by Using 3D Convolutional Neural Networks
Giulia Maria Mattia, Benjamine Sarton, Edouard Villain, Helene Vinour, Fabrice Ferre, William Buffieres, Marie-Veronique Le Lann, Xavier Franceries, Patrice Peran, Stein Silva
Hospital Length of Stay and 30-Day Mortality Prediction in Stroke: A Machine Learning Analysis of 17,000 ICU Admissions in Brazil
Pedro Kurtz, Igor Tona Peres, Marcio Soares, Jorge I. F. Salluh, Fernando A. Bozza
Predicting Early Seizures After Intracerebral Hemorrhage with Machine Learning
Gabrielle Bunney, Julianne Murphy, Katharine Colton, Hanyin Wang, Hye Jung Shin, Roland Faigle, Andrew M. Naidech