Relating EEG eye-tracking data to attention network subsystems #87
Labels
bhg:nyc_usa_1
git_skills:1_commit_push
git_skills:2_branches_PRs
modality:behavioral
modality:EEG
modality:eye_tracking
programming:Matlab
programming:Python
programming:Unix_command_line
project_development_status:0_concept_no_content
project_tools_skills:comfortable
project_tools_skills:expert
project_tools_skills:familiar
project_tools_skills:none
project_type:data_management
involves programming
project
status:published
tools:Jupyter
topic:EEG_EventRelatedResponseModelling
topic:hypothesis_testing
topic:physiology
topic:statistical_modelling
Project info
Title: Relating eye-tracking EEG metrics to attention network systems
Project lead: Emily Olafson, mattermost: @emilyo email: [email protected]
Project collaborators: Sudhin Shah
Registered Brainhack Global 2020 Event: Brainhack NY, USA
Project Description: This project involves analysis eye-tracking EEG data that was recorded during the Attention Network Task, a paradigm used to assess different components of attention. Each of the primary attention systems—alerting, orienting, and executive control monitoring—involves salient autonomic correlates as evidenced by changes in reactive pupil dilation and blinks. The goal of the project will be to understand how physiological correlates of attention vary in healthy individuals and in patients with traumatic brain injury (TBI).
Data to use:
The data consists of EEG outputs in the form of .edf files which include pupil dilation and eye-blinks, as well as accompanying behavioural data (Attention Network Task) including measures like reaction time. The data was collected by Dr. Sudhin Shah at Weill Cornell Medicine.
Link to project repository/sources:
https://github.com/emilyolafson/eyetrack-ANT
Goals for Brainhack Global 2020:
Assess all ANT trial eye-tracking data to identity outliers/poor quality trials, look for differences in eye-tracking metrics across age and diagnosis, relate eye-tracking metrics to behaviour (i.e. reaction time).
Good first issues:
Skills: Python or MATLAB skills at any level, statistics, familiarity with EEG
Tools/Software/Methods to Use:
Python, MATLAB
Communication channels:
https://mattermost.brainhack.org/brainhack/channels/eyetracking-project
https://meet.jit.si/EyeTrackingProject
Project labels
Project Submission
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