RESOURCES
WEBINARS, VIDEOS, & PODCASTS
Free webinar series, recurring monthly
Case Studies in Neurocritical Care AI
- Equip clinicians with the necessary skills to leverage neurocritical care data effectively
- Foster a deeper understanding of data handling techniques specific to neurocritical care scenarios
- Create a collaborative learning environment where participants can share insights and best practices with colleagues
- Empower clinicians to address their own neurocritical care data challenges confidently and effectively
Each session focuses on a real-world case study from us, Moberg Analytics, and/or your colleagues.
We walk participants through the steps to recreate the analytics that solve the neurocritical care challenges presented. Sample code, Jupyter notebooks, and data are all provided to enable you to experiment with and apply these methods to your own data problems.
Sessions cover data handling, tools, feature engineering, cohort selection, model training and tuning, visualization, and much more! Previous webinar topics have been:
- Background to modern AI, machine learning, and deep learning methods
- The role of analytics and big data in TBI research
- Techniques to predicting GOS-E outcomes
- Beta oscillations and traveling waves with recovery from TBI
- The development of data-driven techniques to individualize TBI treatment
- Challenges in EEG data harmonization and algorithm deployment
Sessions are:
- Recurring monthly
- Free of charge
- Available to all, regardless of experience or title
- Limited in space; register now!
Webinar Archives
Florian van Leeuwen explores whether pre-trained (foundation) models, leveraging the power of transfer learning, hold the key to predicting intracranial pressure changes in TBI patients.
Tony Okeke explores innovative approaches to identifying artifacts in arterial blood pressure (ABP) data using a variety of machine learning techniques.
Jeanette Tas provides an overview of how unsupervised clustering, which uncovers new data patterns, has been applied to the field of neurocritical care.
Dr. Agnieszka Kazimierska and Cyprian Mataczyński showcase their deep learning-based approach for analyzing intracranial pressure (ICP) pulse waveform morphology and predicting potentially life-threatening episodes of elevated ICP.
Dr. Caffarelli discusses barriers to broad use of EEG for stroke screening and introduces the COIN index, providing an intuitive threshold-based readout of focal power suppression associated with stroke.
Dr. Balança & Dr. Ghibaudo explore how to visualize and analyze the interplay between markers of cortical injury such as cortical spreading depolarization and subcortical impairment such as heart rate and respiratory rate variability.
Dr. Amorim discusses his experience developing, a multicenter EEG database of 1,000+ patients with coma post-cardiac arrest. He reviews challenges in EEG data harmonization and algorithm deployment.
Shubhayu speaks on investigating the development of data-driven techniques to discover dynamic processes that unfold after TBI, broaden patient context considered for prognosis, and individualize treatments.
Former X Games Skier Jamie MoCrazy talks about her experience with TBI, her ongoing efforts to break the stigma around TBI, the potential for collaboration to improve outcomes, and much more.
Dr. Mark O’Sullivan, CEO & Co-Founder of NeuroBell, discusses enabling real-time and automated detection of neonatal seizures at the bedside through NeuroBell.
Julian Bösel, Professor of Neurology at University Hospital Heidelberg in Germany, discusses the differences between European and American neurological institutes, the DGNI, and the challenges and future of neurocritical care.
We interviewed four people knowledgable about the use of psychedelic therapy for PTSD at the Psychedelic Science 2023 Meeting in Denver, Colorado.
Dr. Kainerstorfer, Associate Professor at Carnegie Mellon, speaks on her use of diffuse correlation spectroscopy to tease out non-invasive intracranial pressure in the brain.
Dr. Appavu, an ICU neurologist at Phoenix Children’s Hospital, speaks on what is unique to monitoring EEG in the ICU as opposed to other EEG applications, and of a closer merger of epilepsy and neurocritical care.
Podcast Archives
Dr. Ramani Balu was an early user of multimodal neuromonitoring and one of the first to manage highly acute neurocritical care patients with the gestalt of monitoring metrics rather than individual thresholds. He relays how we got into this mode of patient management while at the University of Pennsylvania, and how he set up a framework for interpreting the data.
Dick Moberg describes how the pandemic changed his life and set the stage for a new company focusing on the future of neurocritical care informatics. Season 2 resumes this podcast on multimodal neuromonitoring, but with a focus on machine learning and informatics.