UCL Discovery Stage
UCL home » Library Services » Electronic resources » UCL Discovery Stage

Bayesian Decision-Making Under Uncertainty in Borderline Personality Disorder

Manavalan, Mathi; Song, Xin; Nolte, Tobias; Fonagy, Peter; Montague, P Read; Vilares, Iris; (2024) Bayesian Decision-Making Under Uncertainty in Borderline Personality Disorder. Journal of Personality Disorders , 38 (1) pp. 53-74. 10.1521/pedi.2024.38.1.53. Green open access

[thumbnail of Fonagy_Manavalan et al JPD accepted.pdf]
Preview
Text
Fonagy_Manavalan et al JPD accepted.pdf

Download (473kB) | Preview

Abstract

Bayesian decision theory suggests that optimal decision-making should use and weigh prior beliefs with current information, according to their relative uncertainties. However, some characteristics of borderline personality disorder (BPD) patients, such as fast, drastic changes in the overall perception of themselves and others, suggest they may be underrelying on priors. Here, we investigated if BPD patients have a general deficit in relying on or combining prior with current information. We analyzed this by having BPD patients (n = 23) and healthy controls (n = 18) perform a coin-catching sensorimotor task with varying levels of prior and current information uncertainty. Our results indicate that BPD patients learned and used prior information and combined it with current information in a qualitatively Bayesian-like way. Our results show that, at least in a lower-level, nonsocial sensorimotor task, BPD patients can appropriately use both prior and current information, illustrating that potential deficits using priors may not be widespread or domain-general.

Type: Article
Title: Bayesian Decision-Making Under Uncertainty in Borderline Personality Disorder
Location: United States
Open access status: An open access version is available from UCL Discovery
DOI: 10.1521/pedi.2024.38.1.53
Publisher version: https://doi.org/10.1521/pedi.2024.38.1.53
Language: English
Additional information: This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
Keywords: Bayes, borderline personality disorder, decision-making, likelihood, prior, uncertainty
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences > Clinical, Edu and Hlth Psychology
URI: https://discovery-pp.ucl.ac.uk/id/eprint/10187257
Downloads since deposit
96Downloads
Download activity - last month
Download activity - last 12 months
Downloads by country - last 12 months

Archive Staff Only

View Item View Item