Landscape and future directions of machine learning applications in closed-loop brain stimulation

AS Chandrabhatla, IJ Pomeraniec, TM Horgan… - NPJ Digital …, 2023 - nature.com
Brain stimulation (BStim) encompasses multiple modalities (eg, deep brain stimulation,
responsive neurostimulation) that utilize electrodes implanted in deep brain structures to …

Long-term ecological assessment of intracranial electrophysiology synchronized to behavioral markers in obsessive-compulsive disorder

NR Provenza, SA Sheth, EM Dastin-van Rijn… - Nature medicine, 2021 - nature.com
Detection of neural signatures related to pathological behavioral states could enable
adaptive deep brain stimulation (DBS), a potential strategy for improving efficacy of DBS for …

Multimodal prediction of obsessive-compulsive disorder, comorbid depression, and energy of deep brain stimulation

S Hinduja, A Darzi, IO Ertugrul… - IEEE transactions on …, 2024 - ieeexplore.ieee.org
To develop reliable, valid, and efficient measures of obsessive-compulsive disorder (OCD)
severity, comorbid depression severity, and total electrical energy delivered (TEED) by deep …

Facial action units and head dynamics in longitudinal interviews reveal ocd and depression severity and dbs energy

A Darzi, NR Provenza, LA Jeni… - 2021 16th IEEE …, 2021 - ieeexplore.ieee.org
N euromodulation therapy, specifically Deep Brain Stimulation (DBS) of the ventral
capsule/ventral striatum (VC/VS), is promising treatment for severe and intractable …

Nonlinear Changes in Facial Affect and Posttraumatic Growth: Assessment of Ecological Momentary Assessment Video Data

AM Harwell, D Pincus, BP Ricca, E Taylor… - 2024 - digitalcommons.chapman.edu
Posttraumatic Growth (PTG), characterized by newfound meaning, perspective, and purpose
for trauma survivors, remains enigmatic in its nature. This state is thought to arise from the …