Disrupted state transition learning as a computational marker of compulsivity

Beyond Distress and Fear: Differential Psychopathology Correlates of PTSD Symptom Clusters

(2021) Holly F. Levin-Aspenson et al.   JOURNAL OF AFFECTIVE DISORDERS

Model-Based Planning Deficits in Compulsivity Are Linked to Faulty Neural Representations of Task Structure

(2021) Tricia X. F. Seow et al.   JOURNAL OF NEUROSCIENCE

Experimentally induced and real-world anxiety have no demonstrable effect on goal-directed behaviour

(2020) C. M. Gillan et al.   PSYCHOLOGICAL MEDICINE

Searching for an anchor in an unpredictable world: A computational model of obsessive compulsive disorder.

(2020) Isaac Fradkin et al.   PSYCHOLOGICAL REVIEW

Doubting what you already know: Uncertainty regarding state transitions is associated with obsessive compulsive symptoms

(2020) Isaac Fradkin et al.   PLoS Computational Biology

Mouse tracking reveals structure knowledge in the absence of model-based choice

(2020) Arkady Konovalov et al.   Nature Communications

The roles of online and offline replay in planning

(2020) Eran Eldar et al.   eLife

Associations between aversive learning processes and transdiagnostic psychiatric symptoms in a general population sample

(2020) Toby Wise et al.   Nature Communications

A retrieved context model of the emotional modulation of memory.

(2019) Deborah Talmi et al.   PSYCHOLOGICAL REVIEW

Comparison of the Association Between Goal-Directed Planning and Self-reported Compulsivity vs Obsessive-Compulsive Disorder Diagnosis

(2019) Claire M. Gillan et al.   JAMA Psychiatry

Decodability of Reward Learning Signals Predicts Mood Fluctuations

(2018) Eran Eldar et al.   CURRENT BIOLOGY

Probing Brain Developmental Patterns of Myelination and Associations With Psychopathology in Youths UsingGray/White Matter Contrast

(2018) Linn B. Norbom et al.   BIOLOGICAL PSYCHIATRY

Impaired generalization of reward but not loss in obsessive-compulsive disorder

(2018) Nina Rouhani et al.   DEPRESSION AND ANXIETY

What Is a Cognitive Map? Organizing Knowledge for Flexible Behavior

(2018) Timothy E.J. Behrens et al.   NEURON

Predictive representations can link model-based reinforcement learning to model-free mechanisms

(2017) Evan M. Russek et al.   PLoS Computational Biology

Characterizing a psychiatric symptom dimension related to deficits in goal-directed control

(2016) Claire M Gillan et al.   eLife

Transdiagnostic dimensions of anxiety: Neural mechanisms, executive functions, and new directions

(2015) Paul B. Sharp et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY

Interaction between emotional state and learning underlies mood instability

(2015) Eran Eldar et al.   Nature Communications

Disorders of compulsivity: a common bias towards learning habits

(2014) V Voon et al.   MOLECULAR PSYCHIATRY

Impairments in Goal-Directed Actions Predict Treatment Response to Cognitive-Behavioral Therapy in Social Anxiety Disorder

(2014) Gail A. Alvares et al.   PLoS One

Uncertainty and anticipation in anxiety: an integrated neurobiological and psychological perspective

(2013) Dan W. Grupe et al.   NATURE REVIEWS NEUROSCIENCE

Working-memory capacity protects model-based learning from stress

(2013) A. R. Otto et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Model-Based Influences on Humans' Choices and Striatal Prediction Errors

(2011) Nathaniel D. Daw et al.   NEURON

States versus Rewards: Dissociable Neural Prediction Error Signals Underlying Model-Based and Model-Free Reinforcement Learning

(2010) Jan Gläscher et al.   NEURON