Evidence map›Paper›PMID 41324845›Full record

ReviewCognitive, affective & behavioral neuroscience2026

Shared and distinct features of common effort-based decision-making paradigms and their relation to brain structure and neuropsychiatric conditions: An integrated narrative review.

Mario Bogdanov, Diego A Pizzagalli

Abstract readReview
In one paragraph

Review in Cognitive, affective & behavioral neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

2 citing papers in PubMed.

  1. Review
  2. Article
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

2 authors.

Mario BogdanovCenter for Depression, Anxiety, and Stress Research, McLean Hospital, Belmont, MA, USA. mbogdanov1@mclean.harvard.edu.ORCID 0000-0003-2386-3557
Diego A PizzagalliCenter for Depression, Anxiety, and Stress Research, McLean Hospital, Belmont, MA, USA.

Funding

Project 4_Bruchas : Circuit-level Approaches for Dissecting Approach/Avoidance Behaviors Mediated by Nociceptin Systems in MiceP50MH119467 · NIMH · MCLEAN HOSPITAL · PI FRANK, MICHAEL J. · 2020 to 2024
$15.9M
Neuroimaging Studies of Reward Processing in DepressionR37MH068376 · NIMH · UNIVERSITY OF CALIFORNIA-IRVINE · PI Diego A Pizzagalli · 2016 to 2026
$7.4M
Early Life Stress and Depression: Molecular and Functional Imaging ApproachesR01MH095809 · NIMH · MCLEAN HOSPITAL · PI DU, FEI, PIZZAGALLI, DIEGO A · 2012 to 2024
$6.4M
NIMH NIH HHS P50 MH119467NIMH NIH HHS R01 MH095809NIMH NIH HHS R37 MH068376Wellcome Trust
6 · The paper itself

Abstract

Over the past decades, effort-based decision-making paradigms have become popular and effective tools to assess the neurocognitive mechanisms that support motivated behavior in humans and animals. These paradigms are built on a common neuroeconomic framework that conceptualizes motivation as the result of a cost-benefit decision-making process wherein organisms weigh potential rewards against the effort necessary to obtain them. However, specific effort-based choice paradigms often differ substantially in key design aspects, including the effort domain (physical vs. cognitive), the specific task used to manipulate effort, the presence or absence of rewards, punishments or other decision costs (e.g., time, probability), temporal component (i.e., probing effort/reward evaluation before or after effort exertion), and whether task demand is communicated explicitly or whether it has to be inferred through experience. This methodological heterogeneity may explain inconsistencies in the literature regarding the neural substrates underlying effort valuation and how these processes may be affected by a broad range of neuropsychiatric conditions, limiting the explanatory value of single-task studies. In this review, we provide a detailed overview of widely used effort-based decision-making paradigms, discuss associated advantages and challenges, and integrate key findings regarding neural correlates and observed changes in clinical populations. Finally, we offer practical guidance for selecting paradigms best suited to specific research questions.

Indexed as

BrainDecision MakingMental DisordersMotivationAnimalsHumansRewardDecision-MakingEffortMotivationPsychopathologyReward

Identifiers

PMID41324845
PMCPMC12671926

What Socratic holds

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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 Socratic graph.