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Who's more Bayesian? Belief updating and no conservatism bias in Schizophrenia

Authors
Prof. Gerit Pfuhl
UiT The Arctic University of Norway ~ Department of Psychology
HÃ¥kon Tjelmeland
NTNU, Norway
Abstract

We update our beliefs based on evidence but often slower than Bayesian theory demands. Beliefs in stability may lead to these conservatism bias. Notably, patients with delusions do not show the conservatism bias and can be more Bayesian in probabilistic reasoning tasks. Still, their reasoning has been explained with reduced general cognitive abilities, i.e.a lower working memory capacity, overweighting of recent information, or lower thresholds for switching from one belief to another. We modeled the graded estimate version of the beads task, i.e. a task where one sees two jars containing opposite ratios of colored beads. One then estimates the probability that a shown bead comes from jar A. We model the deviations from an ideal Bayesian observer on three independent datasets, totalling n=176 healthy controls and n=128 patients with schizophrenia. The parameters describe a) the number of beads considered (memory), b) systematic deviation and c) unsystematic deviations (volatility) from probability estimates. We find that on average patients consider fewer beads, and show more volatile responding. However, patients have on average probability estimates that are closer to the true probabilities and hence show less of a conservatism bias. Our mathematical model captures well the cognitive mechanisms proposed to contribute to performance differences, known as jumping to conclusion bias, in the beads task. It also shows that taking fewer data into account may reduce a cognitive bias.

Tags

Keywords

probabilistic reasoning
decision making
computational psychiatry

Topics

Cognitive Modeling
Decision Making
Bayesian Modeling
Discussion
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Wonderful Talk! Last updated 2 months ago

Hello Gerit, First, congratulations, it was a clear and excellent talk! I find these results interesting, as thy reinforce what's been observed and suspected in the literature for a while. I particularly find the lower precision in SCZ very interesting, and I'm curious how that might be related to symptoms that they actually experience. The use ...

Mr. Ricky Romeu 0 comments