Psychiatry

Latest AI and machine learning research in psychiatry for healthcare professionals.

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Showing 5881-5900 of 7,407 articles

Clinical prediction from structural brain MRI scans: a large-scale empirical study.

Multivariate pattern analysis (MVPA) methods have become an important tool in neuroimaging, revealing complex associations and yielding powerful prediction models. Despite methodological developments and novel application domains, there has been little effort to compile benchmark results that researchers can reference and compare against. This study takes a significant step in this direction. We e...

Jan 1 2015 25048627

Enrich classifications in psychiatry with textual data: an ontology for psychiatry including social concepts.

We propose a modular approach to develop an ontology of psychiatry, ONTOPSYCHIA, based on Patient Discharges Summaries (PDS) and divided into three modules (i.e. social, mental disorders and treatments). We decided to take into account the social aspects of the patient life described in PDS to consider information such as family history, social environment or education.

Jan 1 2015 25991135
Identifying Patients with Depression Using Free-text Clinical Documents.

About 1 in 10 adults are reported to exhibit clinical depression and the associated personal, societal, and economic costs are significant. In this st...

Jan 1 2015 26262127
Towards Constructing a New Taxonomy for Psychiatry Using Self-reported Symptoms.

The Diagnostic and Statistical Manual (DSM) has served as the gold standard for psychiatric diagnosis for the past several decades in the USA, and DSM...

Jan 1 2015 26262149
A Multi-Relational Model for Depression Relapse in Patients with Bipolar Disorder.

Bipolar Disorder (BD) is a chronic and disabling disease that usually appears around 20 to 30 years old. Patients who suffer with BD may struggle for ...

Jan 1 2015 26262150
Identifying Clinical Study Types from PubMed Metadata: The Active (Machine) Learning Approach.

We examined a process for automating the classification of articles in MEDLINE aimed at minimising manual effort without sacrificing accuracy. From 22...

Jan 1 2015 26262175
Semantic Web Ontology and Data Integration: a Case Study in Aiding Psychiatric Drug Repurposing.

There remain significant difficulties selecting probable candidate drugs from existing databases. We describe an ontology-oriented approach to represe...

Jan 1 2015 26262350
Development of an Adolescent Depression Ontology for Analyzing Social Data.

Depression in adolescence is associated with significant suicidality. Therefore, it is important to detect the risk for depression and provide timely ...

Jan 1 2015 26262398
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