A Novel Annotation Tools Using Multimodality Neuromonitoring Data Superimposed with Clinically-Relevant Events for Machine Learning

Moyer, E.J., Kuoch, E., et al., Moberg, D.

Presented at NNS 2022

Multimodal neuromonitoring aids brain injury management, but lacks synchronized therapeutic action recording, limiting machine learning applications. We developed an annotation tool integrating multimodal data with clinical events for improved context. Collaborating with experts, we created an interactive visualization and annotation system, interfacing with existing data harmonization pipelines. A beta version is deployed in major brain injury trials. Future work includes real-time functionality, advanced analytics, and clinical validation.