Trends in big data analyses by multicenter collaborative translational research in psychiatry
The underlying pathologies of psychiatric disorders, which cause substantial personal and
social losses, remain unknown, and their elucidation is an urgent issue. To clarify the core …
social losses, remain unknown, and their elucidation is an urgent issue. To clarify the core …
[HTML][HTML] Big data in mental health: a challenging fragmented future
D Hidalgo‐Mazzei, A Murru, M Reinares, E Vieta… - World …, 2016 - ncbi.nlm.nih.gov
Big Data has been a buzzword in almost every possible field during the last few years. The
rapid integration of massive amounts of information from diverse sources fed the hope for a …
rapid integration of massive amounts of information from diverse sources fed the hope for a …
Machine learning and big data in psychiatry: toward clinical applications
Highlights•The combination of data-driven machine learning and theory-driven
computational models holds great promise for psychiatry.•Machine-learning analyses of …
computational models holds great promise for psychiatry.•Machine-learning analyses of …
Psycho-informatics: big data shaping modern psychometrics
For the first time in history, it is possible to study human behavior on great scale and in fine
detail simultaneously. Online services and ubiquitous computational devices, such as …
detail simultaneously. Online services and ubiquitous computational devices, such as …
Biomarkers in psychiatry-a critique
G Venkatasubramanian, MS Keshavan - Annals of neurosciences, 2016 - karger.com
In the past decades, cutting-edge research techniques have facilitated better understanding
of the bi-directional 'vectors of influence'that link the genes, brain and social behavior. This …
of the bi-directional 'vectors of influence'that link the genes, brain and social behavior. This …
Computational neuroscience approach to biomarkers and treatments for mental disorders
N Yahata, K Kasai, M Kawato - Psychiatry and clinical …, 2017 - Wiley Online Library
Psychiatry research has long experienced a stagnation stemming from a lack of
understanding of the neurobiological underpinnings of phenomenologically defined mental …
understanding of the neurobiological underpinnings of phenomenologically defined mental …
The evolution of Big Data in neuroscience and neurology
L Dipietro, P Gonzalez-Mego, C Ramos-Estebanez… - Journal of Big Data, 2023 - Springer
Neurological diseases are on the rise worldwide, leading to increased healthcare costs and
diminished quality of life in patients. In recent years, Big Data has started to transform the …
diminished quality of life in patients. In recent years, Big Data has started to transform the …
Precision psychiatry applications with pharmacogenomics: artificial intelligence and machine learning approaches
A growing body of evidence now suggests that precision psychiatry, an interdisciplinary field
of psychiatry, precision medicine, and pharmacogenomics, serves as an indispensable …
of psychiatry, precision medicine, and pharmacogenomics, serves as an indispensable …
Neuroimaging studies within Cognitive Genetics Collaborative Research Organization aiming to replicate and extend works of ENIGMA
D Koshiyama, K Miura, K Nemoto, N Okada… - Human brain …, 2022 - Wiley Online Library
Reproducibility is one of the most important issues for generalizing the results of clinical
research; however, low reproducibility in neuroimaging studies is well known. To overcome …
research; however, low reproducibility in neuroimaging studies is well known. To overcome …
Annual research review: discovery science strategies in studies of the pathophysiology of child and adolescent psychiatric disorders‐promises and limitations
Y Zhao, FX Castellanos - Journal of Child Psychology and …, 2016 - Wiley Online Library
Background Psychiatric science remains descriptive, with a categorical nosology intended to
enhance interobserver reliability. Increased awareness of the mismatch between categorical …
enhance interobserver reliability. Increased awareness of the mismatch between categorical …