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233 results on '"Wu, Shu-I"'

7. Leveraging Linguistic Characteristics for Bipolar Disorder Recognition with Gender Differences

Author

Huang, Yen-Hao, Chen, Yi-Hsin, Alvarado, Fernando Henrique Calderon, Lee, Ssu-Rui, Wu, Shu-I, Lai, Yuwen, and Chen, Yi-Shin

Subjects
Computer Science - Information Retrieval, Computer Science - Computation and Language
Abstract

Most previous studies on automatic recognition model for bipolar disorder (BD) were based on both social media and linguistic features. The present study investigates the possibility of adopting only language-based features, namely the syntax and morpheme collocation. We also examine the effect of gender on the results considering gender has long been recognized as an important modulating factor for mental disorders, yet it received little attention in previous linguistic models. The present study collects Twitter posts 3 months prior to the self-disclosure by 349 BD users (231 female, 118 male). We construct a set of syntactic patterns in terms of the word usage based on graph pattern construction and pattern attention mechanism. The factors examined are gender differences, syntactic patterns, and bipolar recognition performance. The performance indicates our F1 scores reach over 91% and outperform several baselines, including those using TF-IDF, LIWC and pre-trained language models (ELMO and BERT). The contributions of the present study are: (1) The features are contextualized, domain-agnostic, and purely linguistic. (2) The performance of BD recognition is improved by gender-enriched linguistic pattern features, which are constructed with gender differences in language usage., Comment: Accepted by DSHealth '19: 2019 KDD Workshop on Applied Data Science for Healthcare

Published
2019

12. Excess Mortality in Individuals with Autism Spectrum Disorder: A Population-Based Cohort Study

Author

Huang,Yu-Hsin, Wu,Shu-I, Lee,Min-Jing, Chen,Yi-Lung, Yang,Yao-Hsu, Kuo,Ting-Yu, Hung,Tai-Hsin, Dewey,Michael E, Stewart,Robert, Chen,Vincent Chin-Hung, Huang,Yu-Hsin, Wu,Shu-I, Lee,Min-Jing, Chen,Yi-Lung, Yang,Yao-Hsu, Kuo,Ting-Yu, Hung,Tai-Hsin, Dewey,Michael E, Stewart,Robert, and Chen,Vincent Chin-Hung

Abstract

Yu-Hsin Huang,1,2,* Shu-I Wu,1,2 Min-Jing Lee,3– 5,* Yi-Lung Chen,6,7,* Yao-Hsu Yang,8,9 Ting-Yu Kuo,8 Tai-Hsin Hung,3,4 Michael E Dewey,10 Robert Stewart,11,12 Vincent Chin-Hung Chen3,4 1Department of Medicine, MacKay Medical College, New Taipei City, Taiwan; 2Department of Psychiatry, MacKay Memorial Hospital, Taipei City, Taiwan; 3Department of Psychiatry, Chang Gung Memorial Hospital, Chiayi Branch, Chiayi, Taiwan; 4School of Medicine, Chang Gung University, Taoyuan, Taiwan; 5Department of Psychiatry, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan; 6Department of Healthcare Administration, College of Medical and Health Science, Asia University, Taichung, Taiwan; 7Department of Psychology, College of Medical and Health Science, Asia University, Taichung, Taiwan; 8Health Information and Epidemiology Laboratory, Chang Gung Memorial Hospital, Chiayi Branch, Chiayi, Taiwan; 9Department of Traditional Chinese Medicine, Chang Gung Memorial Hospital, Chiayi Branch, Chiayi, Taiwan; 10Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK; 11Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK; 12South London and Maudsley National Health Services Foundation Trust, London, UK*These authors contributed equally to this workCorrespondence: Vincent Chin-Hung Chen, Department of Psychiatry, Chang Gung Memorial Hospital, Chiayi Branch, Chiayi, Taiwan, Tel +886-5-3621000 ext2303, Fax +886-5-3622188, Email cch1966@gmail.comPurpose: Autism spectrum disorder (ASD) may be associated with increased mortality, but relevant findings have been inconsistent. The modifying effects of gender and intellectual disability on excess mortality in individuals with ASD are underexplored.Patients and Methods: Using Taiwan’s National Health Insurance Research Database and the National Death Registry, this population-based cohort study selected the

Published
2024

25. Risk of acute myocardial infarction and related medical care receipt in people with serious mental illness

Author

Wu, Shu-I.

Subjects
616.89
Abstract

Background: People with serious mental illness (SMI, including schizophrenia and bipolar disorder) experience adverse health and premature mortality. Higher incidence and/or worse outcome of acute myocardial infarction (AMI) may partly underlie this. Objectives: To investigate the relative risk of AMI in adult patients with SMI. To compare receipt of invasive coronary intervention, inpatient mortality, and recurrence of cardiovascular diseases following AMI between patients with and without SMI. To investigate the association between AMI and recent antipsychotic exposure among people with SMI. Design: Historic cohort study for the first two objectives and a case-crossover design for the third objective. Setting: The Taiwan National Health Insurance Research Database (NHIRD). Participants: For the first two objectives, adult patients with diagnoses of schizophrenia or bipolar disorder were compared to general population controls. For the third objective, a ‘case-crossover design’ was utilized, with antipsychotic exposures compared between a ‘case period’ (proximal to the index AMI) and a ‘control period’ (more distal to the index AMI). Main Outcome Measures: Adjusted hazard ratios of AMI were calculated using Cox regression. Invasive coronary interventions and outcomes were compared in logistic regression models. Odds of antipsychotic exposure in case and control time periods were compared within individuals using conditional logistic regression models. Results: Overall, no increased risk of AMI was found in people with SMI, apart from in sub-group analyses (suggesting an excess SMI-associated risk in younger women). Patients with schizophrenia and bipolar disorder were less likely to receive invasive coronary interventions following AMI episode compared to controls, and inpatient mortality was higher in patients with schizophrenia compared to controls. AMI was significantly associated with more recent antipsychotic exposure in schizophrenia but not in bipolar disorder. Conclusion: Schizophrenia and bipolar disorder were only associated with raised risk of AMI in young women, but post-AMI care was less adequate in both conditions. A short-term risk of AMI following antipsychotic exposure in schizophrenia was suggested.

Published
2013

27. Dialectical behavior therapy in Chinese suicidal patients with borderline personality disorder: A pilot randomized controlled trial

Author

Wu, Shu‐I, primary, Huang, Hui‐Chun, additional, Chen, Shu‐Chin, additional, Korslund, Kathryn, additional, Lin, Chen‐Ju, additional, Lin, Ying, additional, Chang, Yi‐Hung, additional, Yeh, Hsiao‐Mei, additional, Lin, I‐Chieh, additional, Lin, Yu‐Wen, additional, Sun, Fang‐Ju, additional, Chung, Ching‐Hu, additional, and Liu, Shen‐Ing, additional

Published
2023
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32. Dialectical Behavior Therapy in suicidal patients with borderline personality disorder: A pilot randomized controlled trial in Taiwan

Author

Wu, Shu-I, primary, Huang, Hui-Chun, additional, Chen, Joya Shu-Chin, additional, Korslund, Kathryn, additional, Lin, Chen-Ju, additional, Lin, Ying, additional, Chang, Yi-Hung, additional, Yeh, Hsiao-Mei, additional, Lin, I-Chieh, additional, Lin, Yu-Wen, additional, Sun, Fang-Ju, additional, and Liu, Shen-Ing, additional

Published
2023
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46. Psychobiotic supplementation of HK-PS23 improves anxiety in highly stressed clinical nurses: a double-blind randomized placebo-controlled study

Author

Wu, Shu-I, primary, Wu, Chien-Chen, additional, Cheng, Li-Hao, additional, Noble, Samuel W., additional, Liu, Chih-Ju, additional, Lee, Yu-Hsia, additional, Lin, Chen-Ju, additional, Hsu, Chih-Chieh, additional, Chen, Wan-Lin, additional, Tsai, Pei-Joung, additional, Kuo, Po-Hsiu, additional, and Tsai, Ying-Chieh, additional

Published
2022
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50. Psychobiotic Supplementation of PS128TM Improves Stress, Anxiety, and Insomnia in Highly Stressed Information Technology Specialists: A Pilot Study

Author

Wu, Shu-I, primary, Wu, Chien-Chen, additional, Tsai, Pei-Joung, additional, Cheng, Li-Hao, additional, Hsu, Chih-Chieh, additional, Shan, Ian-Kai, additional, Chan, Po-Ying, additional, Lin, Ting-Wei, additional, Ko, Chih-Jung, additional, Chen, Wan-Lin, additional, and Tsai, Ying-Chieh, additional

Published
2021
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