The Two Cultures of Computational Psychiatry.
Sign Up to like & getrecommendations! Published in 2019 at "JAMA psychiatry"
DOI: 10.1001/jamapsychiatry.2019.0231
Abstract: Computational psychiatry is a rapidly growing field that uses tools from cognitive science, computational neuroscience, and machine learning to address difficult psychiatric questions. Its great promise is that these tools will improve psychiatric diagnosis and… read more here.
Keywords: machine learning; explanatory modeling; computational psychiatry; psychiatry ... See more keywords
Modeling subjective belief states in computational psychiatry: interoceptive inference as a candidate framework
Sign Up to like & getrecommendations! Published in 2019 at "Psychopharmacology"
DOI: 10.1007/s00213-019-05300-5
Abstract: The nascent field computational psychiatry has undergone exponential growth since its inception. To date, much of the published work has focused on choice behaviors, which are primarily modeled within a reinforcement learning framework. While this… read more here.
Keywords: computational psychiatry; psychiatry; states computational; modeling subjective ... See more keywords
Beyond Description and Deficits: How Computational Psychiatry Can Enhance an Understanding of Decision-Making in Anorexia Nervosa
Sign Up to like & getrecommendations! Published in 2022 at "Current Psychiatry Reports"
DOI: 10.1007/s11920-022-01320-9
Abstract: Purpose of Review Despite decades of research, knowledge of the mechanisms maintaining anorexia nervosa (AN) remains incomplete and clearly effective treatments elusive. Novel theoretical frameworks are needed to advance mechanistic and treatment research for this… read more here.
Keywords: decision; decision making; anorexia nervosa; computational psychiatry ... See more keywords
Theory-Based Computational Psychiatry
Sign Up to like & getrecommendations! Published in 2017 at "Biological Psychiatry"
DOI: 10.1016/j.biopsych.2017.07.016
Abstract: Philosophy [nature] is written in that great book which ever lies before our eyes—I mean the universe—but we cannot understand it if we do not first learn the language.in which it is written. This book… read more here.
Keywords: psychiatry theory; computational psychiatry; theory based; philosophy ... See more keywords
The golden age of computational psychiatry is within sight
Sign Up to like & getrecommendations! Published in 2017 at "Nature Human Behaviour"
DOI: 10.1038/s41562-017-0047
Abstract: Clinically useful tools to identify the aberrant neural circuitry in individuals with psychiatric illness are lacking, as are treatments that do more than just address symptoms. Neuroplasticity-based treatments and computational neuroscience may hold some of… read more here.
Keywords: age computational; computational psychiatry; age; psychiatry within ... See more keywords
Peggy Seriès: Bayesian on a bike
Sign Up to like & getrecommendations! Published in 2021 at "BJPsych Bulletin"
DOI: 10.1192/bjb.2021.91
Abstract: Born near Bordeaux in 1974, Dr Peggy Seriès is a senior lecturer and principal investigator in the computational psychiatry laboratory at the Institute for Adaptive and Neural Computation (ANC), University of Edinburgh. Her career to… read more here.
Keywords: peggy seri; seri; computational psychiatry; bayesian bike ... See more keywords
Under the Hood: Using Computational Psychiatry to Make Psychological Therapies More Mechanism-Focused
Sign Up to like & getrecommendations! Published in 2020 at "Frontiers in Psychiatry"
DOI: 10.3389/fpsyt.2020.00140
Abstract: Psychological therapies, such as CBT, are an important part of the treatment of a range of psychiatric disorders such as depression and anxiety. There is a growing desire to understand the mechanisms by which such… read more here.
Keywords: computational psychiatry; psychiatry make; psychological therapies; hood using ... See more keywords
Computational Psychiatry Research Map (CPSYMAP): A New Database for Visualizing Research Papers
Sign Up to like & getrecommendations! Published in 2020 at "Frontiers in Psychiatry"
DOI: 10.3389/fpsyt.2020.578706
Abstract: The field of computational psychiatry is growing in prominence along with recent advances in computational neuroscience, machine learning, and the cumulative scientific understanding of psychiatric disorders. Computational approaches based on cutting-edge technologies and high-dimensional data… read more here.
Keywords: research; computational psychiatry; map; new database ... See more keywords
Integrating Evolutionary, Cultural, and Computational Psychiatry: A Multilevel Systemic Approach
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Psychiatry"
DOI: 10.3389/fpsyt.2022.763380
Abstract: This paper proposes an integrative perspective on evolutionary, cultural and computational approaches to psychiatry. These three approaches attempt to frame mental disorders as multiscale entities and offer modes of explanations and modeling strategies that can… read more here.
Keywords: evolutionary cultural; multilevel systemic; cultural computational; psychiatry multilevel ... See more keywords