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WheelCon: A Wheel Control-Based Gaming Platform for Studying Human Sensorimotor Control
Published on: August 15, 2020
Computational motor control as a window to understanding schizophrenia.
Jun Izawa1, Tomohisa Asai2, Hiroshi Imamizu3
1University of Tsukuba, Faculty of Engineering, Information and System, 1-1-1 Tennodai, Tsukuba, Ibaraki 305-8573, Japan.
Schizophrenia patients misattribute self-action outcomes due to impaired self-agency inference. A computational model using Bayesian decision-making and optimal feedback control explains motor abnormalities by a deformed internal model.
Area of Science:
- Neuroscience
- Computational Psychiatry
- Cognitive Science
Background:
- Schizophrenia presents with diverse symptoms, including sensorimotor deficits beyond cognitive and emotional disturbances.
- A key hypothesis suggests impaired self-agency inference, where individuals misattribute actions and their consequences.
Purpose of the Study:
- To investigate the neurobiological underpinnings of schizophrenia symptoms by modeling the self-agency mechanism.
- To develop a computational framework explaining how altered agency perception contributes to motor abnormalities in schizophrenia.
Main Methods:
- Developed a novel computational model of agency experience within a Bayesian decision-making framework.
- Integrated internal models for action-outcome prediction using optimal feedback control and Kalman filtering.
Main Results:
- The model successfully predicted various motor abnormalities observed in schizophrenia.
- These predictions were based on the assumption of a deformed internal model in the schizophrenia's brain.
Conclusions:
- The proposed computational model offers a unified explanation for sensorimotor and agency deficits in schizophrenia.
- This embodiment-focused approach highlights a potential central neuropathology underlying schizophrenia's behavioral manifestations.
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