ArticleMolecular psychiatry2015
Disorders of compulsivity: a common bias towards learning habits.
Article in Molecular psychiatry, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 330 papers, 7 of them syntheses that pooled 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.
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.
How do Glutathione Levels Affect Compulsivity? A Double-blind, Placebo-controlled Study
Reinforcement Learning and Obsessive-compulsive Disorder: Exploring the Role of the Orbitofrontal Cortex
Who cites it
330 citing papers in PubMed, 7 syntheses or guidelines pooled it, 661 citations in OpenAlex.
- Reward Processing in Binge Eating and Harmful Drinking: A Systematic Review.The International journal of eating disorders · 2026Pooled it
- Altered value-based decision-making in anorexia nervosa: A systematic review.Neuroscience and biobehavioral reviews · 2024Pooled it
- Bad habits-good goals? Meta-analysis and translation of the habit construct to alcoholism.Translational psychiatry · 2024Pooled it
- Functional connectivity alterations between default mode network and occipital cortex in patients with obsessive-compulsive disorder (OCD).NeuroImage. Clinical · 2022Pooled it
- The Etiologic, Theory-Based, Ontogenetic Hierarchical Framework of Alcohol Use Disorder: A Translational Systematic Review of Reviews.Psychological bulletin · 2021Pooled it
- Impulsivity and compulsivity in binge eating disorder: A systematic review of behavioral studies.Progress in neuro-psychopharmacology & biological psychiatry · 2021Pooled it
- Disrupted Dorsal Mid-Insula Activation During Interoception Across Psychiatric Disorders.The American journal of psychiatry · 2021Pooled it
- Arbitration between model-free and model-based control is not affected by transient changes in tonic serotonin levels.Journal of psychopharmacology (Oxford, England) · 2024Trial
- A double-blind study assessing the impact of orbitofrontal theta burst stimulation on goal-directed behavior.Journal of psychopathology and clinical science · 2022Trial
- Addiction history moderates the effect of prefrontal 10-Hz transcranial alternating current stimulation on habitual action selection.Journal of neurophysiology · 2021Trial
- Acute effects of cannabinoids on symptoms of obsessive-compulsive disorder: A human laboratory study.Depression and anxiety · 2020Trial
- Reduced model-based decision-making in gambling disorder.Scientific reports · 2019Trial
- Orbitofrontal-ventral striatal coupling: A model of the neurobehavioral architecture of craving in substance use disorders.Cognitive, affective & behavioral neuroscience · 2026Review
- Does time pressure reveal habits? Divergent results from outcome devaluation and response remapping paradigms.Cognitive, affective & behavioral neuroscience · 2026Article
- The role of affective learning biases in daily food behaviour.Communications psychology · 2026Article
- Dissecting the interplay of model-based control, impulsivity and compulsivity on self-control in daily life.Scientific reports · 2026Article
- Flexible route planning and rapid structure learning by mice in complex environments.bioRxiv : the preprint server for biology · 2026Article
- Widely used bandit tasks elicit diverging belief updating phenotypes in healthy adults.Research square · 2026Article
- Fentanyl reinforcement history has sex-specific effects on multi-step decision-making.Neuropharmacology · 2026Article
- Multimodal network localization of brain abnormalities and neuromodulation target identification in obsessive-compulsive disorder.Scientific reports · 2026Article
270 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
17 authors at 9 institutions in 3 countries.
Funding
Abstract
Why do we repeat choices that we know are bad for us? Decision making is characterized by the parallel engagement of two distinct systems, goal-directed and habitual, thought to arise from two computational learning mechanisms, model-based and model-free. The habitual system is a candidate source of pathological fixedness. Using a decision task that measures the contribution to learning of either mechanism, we show a bias towards model-free (habit) acquisition in disorders involving both natural (binge eating) and artificial (methamphetamine) rewards, and obsessive-compulsive disorder. This favoring of model-free learning may underlie the repetitive behaviors that ultimately dominate in these disorders. Further, we show that the habit formation bias is associated with lower gray matter volumes in caudate and medial orbitofrontal cortex. Our findings suggest that the dysfunction in a common neurocomputational mechanism may underlie diverse disorders involving compulsion.
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What OpenQuestion holds
Registered trials
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.