Evidence map›Paper›PMID 33119490›Full record

ArticleJournal of psychiatry & neuroscience : JPN2021

Greater decision uncertainty characterizes a transdiagnostic patient sample during approach-avoidance conflict: a computational modelling approach.

Ryan Smith, Namik Kirlic, Jennifer L Stewart, James Touthang, Rayus Kuplicki, Sahib S Khalsa, Justin Feinstein, Martin P Paulus, Robin L Aupperle

Open access · diamondAbstract read
In one paragraph

Article in Journal of psychiatry & neuroscience : JPN, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 papers.

0numbers the graph read from it
0cells of the map it votes in
44citing papers in PubMed
15.2field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

44 citing papers in PubMed, 81 citations in OpenAlex.

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  9. The role of affective states in computational psychiatry.The international journal of neuropsychopharmacology · 2025
    Review
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  11. The Application ofInternational journal of molecular sciences · 2025
    Article
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  15. How Distributed Subcortical Integration of Reward and Threat May Inform Subsequent Approach-Avoidance Decisions.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2024
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors at 2 institutions in 1 country.

Ryan SmithFrom the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle).
Namik KirlicFrom the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle).
Jennifer L StewartFrom the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle).
James TouthangFrom the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle).
Rayus KuplickiFrom the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle).
Sahib S KhalsaFrom the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle).
Justin FeinsteinFrom the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle).
Martin P PaulusFrom the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle).
Robin L AupperleFrom the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle).
University of Tulsa · USLaureate Institute for Brain Research · US

Funding

The Center for Neuroscience-based Mental Health Assessment and Prediction (NEUROMAP)P20GM121312 · NIGMS · LAUREATE INSTITUTE FOR BRAIN RESEARCH · PI Jonathan Savitz · 2017 to 2026
$23.7M
Plasticity of Aversive Salience in Opioid Use DisorderR01DA050677 · NIDA · LAUREATE INSTITUTE FOR BRAIN RESEARCH · PI STEWART, JENNIFER LORRAINE · 2021 to 2025
$3.0M
Approach-Avoidance Conflict-a multi-level predictor for exposure therapy responseK23MH108707 · NIMH · LAUREATE INSTITUTE FOR BRAIN RESEARCH · PI AUPPERLE, ROBIN L · 2016 to 2020
$976k
NIDA NIH HHS R01 DA050677NIGMS NIH HHS P20 GM121312NIMH NIH HHS K23 MH108707
6 · The paper itself

Abstract

backgroundImbalances in approach-avoidance conflict (AAC) decision-making (e.g., sacrificing rewards to avoid negative outcomes) are considered central to multiple psychiatric disorders. We used computational modelling to examine 2 factors that are often not distinguished in descriptive analyses of AAC: decision uncertainty and sensitivity to negative outcomes versus rewards (emotional conflict).

methodsA previously validated AAC task was completed by 478 participants, including healthy controls (

resultsThe model showed high accuracy (72%). As further validation, parameters correlated with reaction times and self-reported task motivations in expected directions. The emotional conflict parameter further correlated with self-reported anxiety during the task ( LIMITATIONS: This study was limited by heterogeneity of the clinical sample and an inability to examine learning.

conclusionThese results suggest that reduced confidence in how to act, rather than increased emotional conflict, may explain maladaptive approach-avoidance behaviours in people with psychiatric disorders.

Indexed as

Conflict, PsychologicalRewardUncertaintyAdultAffectAnxiety DisordersAuditory PerceptionAvoidance LearningDecision MakingDepressive DisorderFemaleHumansLongitudinal StudiesMaleMiddle AgedModels, Theoretical

Identifiers

PMID33119490
PMCPMC7955838
OpenAlexW3095328678

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.