ArticleGeneral hospital psychiatry
Association between child psychiatric emergency room outcomes and dimensions of psychopathology.
Article in General hospital psychiatry. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 2 of them syntheses that pooled it.
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Who cites it
10 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Artificial intelligence-based risk assessment tools for sexual, reproductive and mental health: a systematic review.BMC medical informatics and decision making · 2025Pooled it
- Natural language processing with machine learning methods to analyze unstructured patient-reported outcomes derived from electronic health records: A systematic review.Artificial intelligence in medicine · 2023Pooled it
- Alignment of natural language processing-derived RDoC scores with depression, anhedonia, and anxiety in psychiatric electronic health records.NPP - digital psychiatry and neuroscience · 2026Article
- Dimensional Measures of Psychopathology in Children and Adolescents Using Large Language Models.Biological psychiatry · 2024Article
- Impact of coronavirus disease 2019 on cancer care: How the pandemic has changed cancer utilization and expenditures.PloS one · 2024Article
- Characteristics of Dimensional Psychopathology in Suicidal Patients With Major Psychiatric Disorders and Its Association With the Length of Hospital Stay: Algorithm Validation Study.JMIR mental health · 2021Article
- Mood Disorders and Outcomes of COVID-19 Hospitalizations.The American journal of psychiatry · 2021Article
- Stratifying risk for dementia onset using large-scale electronic health record data: A retrospective cohort study.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2020Article
- Mapping of Transdiagnostic Neuropsychiatric Phenotypes Across Patients in Two General Hospitals.Journal of the Academy of Consultation-Liaison PsychiatryArticle
- Distribution of agitation and related symptoms among hospitalized patients using a scalable natural language processing method.General hospital psychiatryArticle
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Authors and funding
5 authors.
Funding
Abstract
objectiveTo determine the degree to which dimensional psychopathology predicts length of stay in an emergency department (ED) and need for hospital admission among children with psychiatric complaints.
methodElectronic health records of children age 4-17 years who presented to the ED of a large academic medical center were analyzed using a natural language processing tool to estimate Research Domain Criteria (RDoC) symptom scores. These scores' association with length of stay and probability of admission versus discharge to home were evaluated.
resultsWe identified 3061 children and adolescents who presented to the ED and were evaluated by the psychiatry service between November 2008 and March 2015. Median length of stay was 7.8 h (interquartile range 5.2-14.3 h) and 1696 (55.4%) were admitted to the hospital. Higher estimated RDoC arousal, cognitive, positive, and social domain scores were associated with increased length of stay in multiple regression models, adjusted for age, sex, race, private insurance, voluntary admission, and diagnostic categories. In similarly adjusted models, odds of hospital admission were increased by higher RDoC arousal and cognitive domain scores and decreased by higher negative domain scores.
conclusionsA natural language processing tool to characterize dimensional psychopathology identified features associated with differential outcomes in children in the psychiatric ED, most notably symptoms reflecting arousal and cognitive function. Methodologically, this in silico approach to risk stratification should facilitate precision psychiatry in children within the emergency setting.
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