Cargando…

Associations of presenting symptoms and subsequent adverse clinical outcomes in people with unipolar depression: a prospective natural language processing (NLP), transdiagnostic, network analysis of electronic health record (EHR) data

OBJECTIVE: To investigate the associations of symptoms of mania and depression with clinical outcomes in people with unipolar depression. DESIGN: A natural language processing electronic health record study. We used network analysis to determine symptom network structure and multivariable Cox regres...

Descripción completa

Detalles Bibliográficos
Autores principales:	Patel, Rashmi, Irving, Jessica, Brinn, Aimee, Taylor, Matthew, Shetty, Hitesh, Pritchard, Megan, Stewart, Robert, Fusar-Poli, Paolo, McGuire, Philip
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BMJ Publishing Group 2022
Materias:	Mental Health
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9058769/ https://www.ncbi.nlm.nih.gov/pubmed/35487729 http://dx.doi.org/10.1136/bmjopen-2021-056541

Ejemplares similares

Gender differences in clinical presentation and illicit substance use during first episode psychosis: a natural language processing, electronic case register study
por: Irving, Jessica, et al.
Publicado: (2021)

T109. TRAVERSING THE TRANSDIAGNOSTIC GAP BETWEEN DEPRESSION, MANIA AND PSYCHOSIS WITH NATURAL LANGUAGE PROCESSING
por: Patel, Rashmi, et al.
Publicado: (2020)

Impact of the COVID-19 pandemic on remote mental healthcare and prescribing in psychiatry: an electronic health record study
por: Patel, Rashmi, et al.
Publicado: (2021)

T127. GENDER DIFFERENCES IN CLINICAL PRESENTATION AND ILLICIT SUBSTANCE USE DURING FIRST EPISODE PSYCHOSIS: AN ELECTRONIC CASE REGISTER NATURAL LANGUAGE PROCESSING ANALYSIS
por: Irving, Jessica, et al.
Publicado: (2020)

Community treatment orders and associations with readmission rates and duration of psychiatric hospital admission: a controlled electronic case register study
por: Barkhuizen, Wikus, et al.
Publicado: (2020)

Associations of remote mental healthcare with clinical outcomes: a natural language processing enriched electronic health record data study protocol
por: Ahmed, Muhammad Shamim, et al.
Publicado: (2023)

Neutrophil–lymphocyte ratio across psychiatric diagnoses: a cross-sectional study using electronic health records
por: Brinn, Aimee, et al.
Publicado: (2020)

Do antidepressants increase the risk of mania and bipolar disorder in people with depression? A retrospective electronic case register cohort study
por: Patel, Rashmi, et al.
Publicado: (2015)

T97. REAL WORLD IMPLEMENTATION OF A TRANSDIAGNOSTIC RISK CALCULATOR FOR THE AUTOMATIC DETECTION OF INDIVIDUALS AT RISK OF PSYCHOSIS IN CLINICAL ROUTINE
por: Oliver, Dominic, et al.
Publicado: (2020)

Association of cannabis use with hospital admission and antipsychotic treatment failure in first episode psychosis: an observational study
por: Patel, Rashmi, et al.
Publicado: (2016)

Real World Implementation of a Transdiagnostic Risk Calculator for the Automatic Detection of Individuals at Risk of Psychosis in Clinical Routine: Study Protocol
por: Fusar-Poli, Paolo, et al.
Publicado: (2019)

Mood instability is a common feature of mental health disorders and is associated with poor clinical outcomes
por: Patel, Rashmi, et al.
Publicado: (2015)

Real-world implementation of precision psychiatry: Transdiagnostic risk calculator for the automatic detection of individuals at-risk of psychosis
por: Oliver, Dominic, et al.
Publicado: (2021)

NeuroBlu, an electronic health record (EHR) trusted research environment (TRE) to support mental healthcare analytics with real-world data
por: Patel, Rashmi, et al.
Publicado: (2022)

Transdiagnostic Individualized Clinically Based Risk Calculator for the Detection of Individuals at Risk and the Prediction of Psychosis: Model Refinement Including Nonlinear Effects of Age
por: Fusar-Poli, Paolo, et al.
Publicado: (2019)

Negative symptoms in schizophrenia: a study in a large clinical sample of patients using a novel automated method
por: Patel, Rashmi, et al.
Publicado: (2015)

Transdiagnostic Risk Calculator for the Automatic Detection of Individuals at Risk and the Prediction of Psychosis: Second Replication in an Independent National Health Service Trust
por: Fusar-Poli, Paolo, et al.
Publicado: (2019)

Deep learning-based NLP data pipeline for EHR-scanned document information extraction
por: Hsu, Enshuo, et al.
Publicado: (2022)

NeuroBlu: a natural language processing (NLP) electronic health record (EHR) data analytic tool to generate real-world evidence in mental healthcare
por: Patel, R., et al.
Publicado: (2022)

Using natural language processing to extract self-harm and suicidality data from a clinical sample of patients with eating disorders: a retrospective cohort study
por: Cliffe, Charlotte, et al.
Publicado: (2021)

Mortality trends in cardiovascular causes in schizophrenia, bipolar and unipolar mood disorder in Sweden 1987–2010
por: Ösby, Urban, et al.
Publicado: (2016)

NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing
por: Mariani, Joseph, et al.
Publicado: (2022)

Using NLP in openEHR archetypes retrieval to promote interoperability: a feasibility study in China
por: Sun, Bo, et al.
Publicado: (2021)

Natural Language Processing with Spark NLP
por: Thomas, Alex
Publicado: (2020)

Transdiagnostic individualized clinically-based risk calculator for the automatic detection of individuals at-risk and the prediction of psychosis: external replication in 2,430,333 US patients
por: Oliver, Dominic, et al.
Publicado: (2020)

Portable light therapy in the treatment of unipolar non-seasonal major depressive disorder: study protocol for the LUMIDEP randomised controlled trial
por: Cosker, Eve, et al.
Publicado: (2021)

What proportion of patients with psychosis is willing to take part in research? A mental health electronic case register analysis
por: Patel, Rashmi, et al.
Publicado: (2017)

Short-term functions and long-term consequences of checking behavior as a transdiagnostic phenomenon: protocol for a systematic review
por: Vivell, Maj-Britt, et al.
Publicado: (2022)

Comparative efficacy and side-effect profile of ketamine and esketamine in the treatment of unipolar and bipolar depression: protocol for a systematic review and network meta-analysis
por: Zhan, Zhiqing, et al.
Publicado: (2021)

An open natural language processing (NLP) framework for EHR-based clinical research: a case demonstration using the National COVID Cohort Collaborative (N3C)
por: Liu, Sijia, et al.
Publicado: (2023)

Information extraction from free text for aiding transdiagnostic psychiatry: constructing NLP pipelines tailored to clinicians’ needs
por: Turner, Rosanne J., et al.
Publicado: (2022)

Cohort profile of the South London and Maudsley NHS Foundation Trust Biomedical Research Centre (SLaM BRC) Case Register: current status and recent enhancement of an Electronic Mental Health Record-derived data resource
por: Perera, Gayan, et al.
Publicado: (2016)

Investigating the relationship between thought interference, somatic passivity and outcomes in patients with psychosis: a natural language processing approach using a clinical records search platform in south London
por: Magrangeas, Thibault Thierry, et al.
Publicado: (2022)

Transdiagnostic, affect-focused, psychodynamic, guided self-help for depression and anxiety through the internet: study protocol for a randomised controlled trial
por: Johansson, Robert, et al.
Publicado: (2012)

The language of proteins: NLP, machine learning & protein sequences
por: Ofer, Dan, et al.
Publicado: (2021)

FullFix: a randomised controlled trial of a telephone delivered transdiagnostic intervention for comorbid substance and mental health problems in young people
por: Walter, Zoe, et al.
Publicado: (2021)

Predictors of cerebrovascular event reoccurrence in patients with depression: a retrospective cohort study
por: Cai, Wa, et al.
Publicado: (2020)

Natural language processing to extract symptoms of severe mental illness from clinical text: the Clinical Record Interactive Search Comprehensive Data Extraction (CRIS-CODE) project
por: Jackson, Richard G, et al.
Publicado: (2017)

Mastering natural language processing with Python: maximize your NLP capabilities while creating amazing NLP projects in Python
por: Chopra, Deepti, et al.
Publicado: (2016)

NLP
por: O'Connor, Joseph, 1948 septiembre 12-
Publicado: (1996)

Cannot write session to /tmp/vufind_sessions/sess_vhkq8bg40kkpu9a8p0o0f0lt1r