Trust-Based Decision-Making in the Health Context Discriminates Biological Risk Profiles in Type 1 Diabetes

Theoretical accounts on social decision-making under uncertainty postulate that individual risk preferences are context dependent. Generalization of models of decision-making to dyadic interactions in the personal health context remain to be experimentally addressed. In economic utility-based models...

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Main Authors: Helena Jorge, Isabel C. Duarte, Carla Baptista, Ana Paula Relvas, Miguel Castelo-Branco
Format: Article
Language:English
Published: MDPI AG 2022-07-01
Series:Journal of Personalized Medicine
Subjects:
Online Access:https://www.mdpi.com/2075-4426/12/8/1236
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author Helena Jorge
Isabel C. Duarte
Carla Baptista
Ana Paula Relvas
Miguel Castelo-Branco
author_facet Helena Jorge
Isabel C. Duarte
Carla Baptista
Ana Paula Relvas
Miguel Castelo-Branco
author_sort Helena Jorge
collection DOAJ
description Theoretical accounts on social decision-making under uncertainty postulate that individual risk preferences are context dependent. Generalization of models of decision-making to dyadic interactions in the personal health context remain to be experimentally addressed. In economic utility-based models, interactive behavioral games provide a framework to investigate probabilistic learning of sequential reinforcement. Here, we model an economic trust game in the context of a chronic disease (Diabetes Type 1) which involves iterated daily decisions in complex social contexts. Ninety-one patients performed experimental trust games in both economic and health settings and were characterized by a multiple self-report set of questionnaires. We found that although our groups can correctly infer pay-off contingencies, they behave differently because patients with a biological profile of preserved glycemic control show adaptive choice behavior both in economic and health domains. On the other hand, patients with a biological profile of loss of glycemic control presented a contrasting behavior, showing non-adaptive choices on both contexts. These results provide a direct translation from neuroeconomics to decision-making in the health domain and biological risk profiles, in a behavioral setting that requires difficult and self-consequential decisions with health impact. Our findings also provide a contextual generalization of mechanisms underlying individual decision-making under uncertainty.
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spelling doaj.art-f7f83ba506b249959fb41ec0921ea8822023-11-30T21:45:51ZengMDPI AGJournal of Personalized Medicine2075-44262022-07-01128123610.3390/jpm12081236Trust-Based Decision-Making in the Health Context Discriminates Biological Risk Profiles in Type 1 DiabetesHelena Jorge0Isabel C. Duarte1Carla Baptista2Ana Paula Relvas3Miguel Castelo-Branco4Coimbra Institute for Biomedical Imaging and Translational Research, CIBIT/ICNAS, Faculty of Medicine, University of Coimbra, 3004-531 Coimbra, PortugalCoimbra Institute for Biomedical Imaging and Translational Research, CIBIT/ICNAS, Faculty of Medicine, University of Coimbra, 3004-531 Coimbra, PortugalEndocrinology, Diabetes and Metabolism Department (SEMD), University and Hospital Center of Coimbra, 3004-561 Coimbra, PortugalFaculty of Psychology and Educational Sciences & Center for Social Studies, University of Coimbra, 3004-531 Coimbra, PortugalCoimbra Institute for Biomedical Imaging and Translational Research, CIBIT/ICNAS, Faculty of Medicine, University of Coimbra, 3004-531 Coimbra, PortugalTheoretical accounts on social decision-making under uncertainty postulate that individual risk preferences are context dependent. Generalization of models of decision-making to dyadic interactions in the personal health context remain to be experimentally addressed. In economic utility-based models, interactive behavioral games provide a framework to investigate probabilistic learning of sequential reinforcement. Here, we model an economic trust game in the context of a chronic disease (Diabetes Type 1) which involves iterated daily decisions in complex social contexts. Ninety-one patients performed experimental trust games in both economic and health settings and were characterized by a multiple self-report set of questionnaires. We found that although our groups can correctly infer pay-off contingencies, they behave differently because patients with a biological profile of preserved glycemic control show adaptive choice behavior both in economic and health domains. On the other hand, patients with a biological profile of loss of glycemic control presented a contrasting behavior, showing non-adaptive choices on both contexts. These results provide a direct translation from neuroeconomics to decision-making in the health domain and biological risk profiles, in a behavioral setting that requires difficult and self-consequential decisions with health impact. Our findings also provide a contextual generalization of mechanisms underlying individual decision-making under uncertainty.https://www.mdpi.com/2075-4426/12/8/1236human decision-makingdiabetes type 1context-dependent trust gameprobabilistic learningnorm violationtreatment adherence
spellingShingle Helena Jorge
Isabel C. Duarte
Carla Baptista
Ana Paula Relvas
Miguel Castelo-Branco
Trust-Based Decision-Making in the Health Context Discriminates Biological Risk Profiles in Type 1 Diabetes
Journal of Personalized Medicine
human decision-making
diabetes type 1
context-dependent trust game
probabilistic learning
norm violation
treatment adherence
title Trust-Based Decision-Making in the Health Context Discriminates Biological Risk Profiles in Type 1 Diabetes
title_full Trust-Based Decision-Making in the Health Context Discriminates Biological Risk Profiles in Type 1 Diabetes
title_fullStr Trust-Based Decision-Making in the Health Context Discriminates Biological Risk Profiles in Type 1 Diabetes
title_full_unstemmed Trust-Based Decision-Making in the Health Context Discriminates Biological Risk Profiles in Type 1 Diabetes
title_short Trust-Based Decision-Making in the Health Context Discriminates Biological Risk Profiles in Type 1 Diabetes
title_sort trust based decision making in the health context discriminates biological risk profiles in type 1 diabetes
topic human decision-making
diabetes type 1
context-dependent trust game
probabilistic learning
norm violation
treatment adherence
url https://www.mdpi.com/2075-4426/12/8/1236
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