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CBGTPy: An extensible cortico-basal ganglia-thalamic framework for modeling biological decision making.

Authors :
Clapp M
Bahuguna J
Giossi C
Rubin JE
Verstynen T
Vich C
Source :
BioRxiv : the preprint server for biology [bioRxiv] 2024 Aug 04. Date of Electronic Publication: 2024 Aug 04.
Publication Year :
2024

Abstract

Here we introduce CBGTPy, a virtual environment for designing and testing goal-directed agents with internal dynamics that are modeled on the cortico-basal-ganglia-thalamic (CBGT) pathways in the mammalian brain. CBGTPy enables researchers to investigate the internal dynamics of the CBGT system during a variety of tasks, allowing for the formation of testable predictions about animal behavior and neural activity. The framework has been designed around the principle of flexibility, such that many experimental parameters in a decision making paradigm can be easily defined and modified. Here we demonstrate the capabilities of CBGTPy across a range of single and multi-choice tasks, highlighting the ease of set up and the biologically realistic behavior that it produces. We show that CBGTPy is extensible enough to apply to a range of experimental protocols and to allow for the implementation of model extensions with minimal developmental effort.<br />Competing Interests: Conflict of interest The authors declare no conflict of interest.

Details

Language :
English
ISSN :
2692-8205
Database :
MEDLINE
Journal :
BioRxiv : the preprint server for biology
Publication Type :
Academic Journal
Accession number :
37732280
Full Text :
https://doi.org/10.1101/2023.09.05.556301