The exploration-exploitation dilemma in pain: an experimental investigation

A.M. Krypotos, G. Crombez, M. Alves, N. Claes, J.W.S. Vlaeyen

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

Daily life consists of a chain of decisions. Typically, individuals may choose to pursue what they already know (exploitation) or to search for other options (exploration). This exploration-exploitation dilemma is a topic of interest across multiple scientific fields. Here we propose that investigating how individuals solve this dilemma may improve our understanding of how individuals make behavioral decisions (eg, avoidance) when facing pain. To this end, we present the data of 3 experiments in which healthy individuals were given the opportunity to choose between 4 different movements, with each movement being associated with different probabilities of receiving a painful outcome only (experiment 1) or pain and/or a reward (experiment 2). We also investigated whether participants stuck to their decisions when the contingencies between each movement and the painful/rewarding outcome changed during the task (experiment 3). The key findings across all experiments are the following: First, after initial exploration, participants most often exploited the safest option. Second, participants weighted rewards more heavily than receiving pain. Finally, after receiving a painful outcome, participants were more inclined to explore than to exploit a rewarding movement. We argue that by focusing more on how individuals in pain solve the exploration-exploitation dilemma is helpful in understanding behavioral decision making in pain.

Original languageEnglish
Pages (from-to)e215-e233
JournalPain
Volume163
Issue number2
Early online date2021
DOIs
Publication statusPublished - 1 Feb 2022

Bibliographical note

Funding Information:
The authors thank Sandra Seelen, Sophie De Windt, and Alexia Daem for data collection. The present work was supported by an FWO grant (Reg. #G071118N) awarded to J.W.S. Vlaeyen and G. Crombez. J.W.S. Vlaeyen is also supported by the Asthenes long-term structural funding-Methusalem grant from the Flemish Government, Belgium (METH/15/011). A.-M. Krypotos is supported by a senior postdoctoral grant from FWO (Reg. #12X5320N) and a replication grant from NWO (Reg. #401.18.056). The authors report no competing interests. Author contributions: A.-M. Krypotos, G. Crombez, N. Claes, and J.W.S. Vlaeyen designed all studies. A.-M. Krypotos supervised the data collection, performed all analyses, and drafted the paper. All authors provided critical comments to the manuscript.

Funding Information:
The authors thank Sandra Seelen, Sophie De Windt, and Alexia Daem for data collection. The present work was supported by an FWO grant (Reg. #G071118N) awarded to J.W.S. Vlaeyen and G. Crombez. J.W.S. Vlaeyen is also supported by the Asthenes long-term structural funding–Methusalem grant from the Flemish Government, Belgium (METH/15/011). A.-M. Krypotos is supported by a senior postdoctoral grant from FWO (Reg. #12X5320N) and a replication grant from NWO (Reg. #401.18.056). The authors report no competing interests.

Publisher Copyright:
© 2021 International Association for the Study of Pain

Keywords

  • Reinforcement learning
  • Fear
  • Avoidance
  • Positive reinforcement
  • Negative reinforcement

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