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A Video- and Case-Based Curriculum on the Management of Alcohol Use Disorder for Internal Medicine Residents
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In: MedEdPORTAL (2022)
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Improving variational autoencoder for text modelling with timestep-wise regularisation
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Construct validity of six sentiment analysis methods in the text of encounter notes of patients with critical illness
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Abstract:
Sentiment analysis may offer insights into patient outcomes through the subjective expressions made by clinicians in the text of encounter notes. We analyzed the predictive, concurrent, convergent, and content validity of six sentiment methods in a sample of 793,725 multidisciplinary clinical notes among 41,283 hospitalizations associated with an intensive care unit stay. None of these approaches improved early prediction of in-hospital mortality using logistic regression models, but did improve both discrimination and calibration when using random forests. Additionally, positive sentiment measured by the CoreNLP (OR 0.04, 95% CI 0.002–0.55), Pattern (OR 0.09, 95% CI 0.04–0.17), sentimentr (OR 0.37, 95% CI 0.25–0.63), and Opinion (OR 0.25, 95% CI 0.07–0.89) methods were inversely associated with death on the concurrent day after adjustment for demographic characteristics and illness severity. Median daily lexical coverage ranged from 5.4% to 20.1%. While sentiment between all methods was positively correlated, their agreement was weak. Sentiment analysis holds promise for clinical applications but will require a novel domain-specific method applicable to clinical text.
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Keyword:
Article
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URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6342660/ https://doi.org/10.1016/j.jbi.2018.12.001 http://www.ncbi.nlm.nih.gov/pubmed/30557683
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An Evidence accumulation model of acoustic cue weighting in vowel perception
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Interoperability of Medication Classification Systems: Lessons Learned Mapping Established Pharmacologic Classes (EPCs) to SNOMED CT
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Song Complexity Increases During White-Handed Gibbon (Hylobates lar) Duets
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In: Academic Festival (2017)
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Song Complexity Increases During White Handed Gibbon (Hylobates Lar) Duets
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In: Biology Student Publications (2017)
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The Intersection Between Masculinity and Health among Rural Immigrant Latino Men
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In: OHSU-PSU School of Public Health Faculty Publications and Presentations (2017)
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The intersection between masculinity and health among rural immigrant Latino men
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An evidence accumulation model of acoustic cue weighting in vowel perception
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Adolescent Peer Networks and the Potential for the Diffusion of Intervention Effects
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Defining the Medical Intensive Care Unit in the Words of Patients and Their Family Members: A Freelisting Analysis
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In: Am J Crit Care (2015)
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Emergence Delirium with Transient Associative Agnosia and Expressive Aphasia Reversed by Flumazenil in a Pediatric Patient
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EVALUATING GRADUATE STUDENT WRITING: DO STUDENTS WRITE FROM A STRENGTHS PERSPECTIVE?
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Recognizing Greek literacy in early Roman documents from the Judaean desert
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Encountering Others, Imagining Modernity: Primitivism in German Ethnology, Art, and Theory.
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ADAPTATION AND IMPLEMENTATION OF HoMBReS: A COMMUNITY-LEVEL, EVIDENCE-BASED HIV BEHAVIORAL INTERVENTION FOR HETEROSEXUAL LATINO MEN IN THE MIDWESTERN UNITED STATES
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