Machine learning and big data analytics in bipolar disorder: A position paper from the International Society for Bipolar Disorders Big Data Task Force
出版年份 2019 全文链接
标题
Machine learning and big data analytics in bipolar disorder: A position paper from the International Society for Bipolar Disorders Big Data Task Force
作者
关键词
-
出版物
BIPOLAR DISORDERS
Volume -, Issue -, Pages -
出版商
Wiley
发表日期
2019-08-30
DOI
10.1111/bdi.12828
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注意:仅列出部分参考文献,下载原文获取全部文献信息。- Prediction Models for Suicide Attempts and Deaths
- (2019) Bradley E. Belsher et al. JAMA Psychiatry
- Canadian Network for Mood and Anxiety Treatments (CANMAT) and International Society for Bipolar Disorders (ISBD) 2018 guidelines for the management of patients with bipolar disorder
- (2018) Lakshmi N Yatham et al. BIPOLAR DISORDERS
- Relapse prediction in schizophrenia through digital phenotyping: a pilot study
- (2018) Ian Barnett et al. NEUROPSYCHOPHARMACOLOGY
- Abnormal segments of right uncinate fasciculus and left anterior thalamic radiation in major and bipolar depression
- (2018) Feng Deng et al. PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY
- Classification of Bipolar Disorder and Schizophrenia Using Steady-State Visual Evoked Potential Based Features
- (2018) Fatemeh Alimardani et al. IEEE Access
- Applications of machine learning algorithms to predict therapeutic outcomes in depression: A meta-analysis and systematic review
- (2018) Yena Lee et al. JOURNAL OF AFFECTIVE DISORDERS
- A Risk Calculator to Predict the Individual Risk of Conversion From Subthreshold Bipolar Symptoms to Bipolar Disorder I or II in Youth
- (2018) Boris Birmaher et al. JOURNAL OF THE AMERICAN ACADEMY OF CHILD AND ADOLESCENT PSYCHIATRY
- Using structural MRI to identify bipolar disorders – 13 site machine learning study in 3020 individuals from the ENIGMA Bipolar Disorders Working Group
- (2018) Abraham Nunes et al. MOLECULAR PSYCHIATRY
- Potential use of text classification tools as signatures of suicidal behavior: A proof-of-concept study using Virginia Woolf’s personal writings
- (2018) Gabriela de Ávila Berni et al. PLoS One
- A multisystem composite biomarker as a preliminary diagnostic test in bipolar disorder
- (2018) K. Munkholm et al. ACTA PSYCHIATRICA SCANDINAVICA
- Daily and weekly mood ratings using a remote capture method in high‐risk offspring of bipolar parents: Compliance and symptom monitoring
- (2018) Anne Duffy et al. BIPOLAR DISORDERS
- A signature-based machine learning model for distinguishing bipolar disorder and borderline personality disorder
- (2018) Imanol Perez Arribas et al. Translational Psychiatry
- DeepBipolar: Identifying genomic mutations for bipolar disorder via deep learning
- (2017) Sundaram Laksshman et al. HUMAN MUTATION
- Predicting mental conditions based on “history of present illness” in psychiatric notes with deep neural networks
- (2017) Tung Tran et al. JOURNAL OF BIOMEDICAL INFORMATICS
- The perilous path from publication to practice
- (2017) A M Chekroud et al. MOLECULAR PSYCHIATRY
- Neurons derived from patients with bipolar disorder divide into intrinsically different sub-populations of neurons, predicting the patients’ responsiveness to lithium
- (2017) S Stern et al. MOLECULAR PSYCHIATRY
- Machine learning: Calculating disease
- (2017) Neil Savage NATURE
- Identification and individualized prediction of clinical phenotypes in bipolar disorders using neurocognitive data, neuroimaging scans and machine learning
- (2017) Mon-Ju Wu et al. NEUROIMAGE
- The impact of machine learning techniques in the study of bipolar disorder: A systematic review
- (2017) Diego Librenza-Garcia et al. NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS
- Peripheral biomarker signatures of bipolar disorder and schizophrenia: A machine learning approach
- (2017) Jairo Vinícius Pinto et al. SCHIZOPHRENIA RESEARCH
- The Bipolar Illness Onset study: research protocol for the BIO cohort study
- (2017) Lars Vedel Kessing et al. BMJ Open
- Bigger Data, Harder Questions—Opportunities Throughout Mental Health Care
- (2017) Adam M. Chekroud JAMA Psychiatry
- Building a genetic risk model for bipolar disorder from genome-wide association data with random forest algorithm
- (2017) Li-Chung Chuang et al. Scientific Reports
- Childhood trauma, family history, and their association with mood disorders in early adulthood
- (2016) K. Jansen et al. ACTA PSYCHIATRICA SCANDINAVICA
- Evidence for clinical progression of unipolar and bipolar disorders
- (2016) L. V. Kessing et al. ACTA PSYCHIATRICA SCANDINAVICA
- Areas of controversy in neuroprogression in bipolar disorder
- (2016) I. C. Passos et al. ACTA PSYCHIATRICA SCANDINAVICA
- Toward the Definition of a Bipolar Prodrome: Dimensional Predictors of Bipolar Spectrum Disorders in At-Risk Youths
- (2016) Danella M. Hafeman et al. AMERICAN JOURNAL OF PSYCHIATRY
- Towards a blood-based diagnostic panel for bipolar disorder
- (2016) Frieder Haenisch et al. BRAIN BEHAVIOR AND IMMUNITY
- Neuroprogression and illness trajectories in bipolar disorder
- (2016) Natália S Kapczinski et al. Expert Review of Neurotherapeutics
- Individualized identification of euthymic bipolar disorder using the Cambridge Neuropsychological Test Automated Battery (CANTAB) and machine learning
- (2016) Mon-Ju Wu et al. JOURNAL OF AFFECTIVE DISORDERS
- Identifying a clinical signature of suicidality among patients with mood disorders: A pilot study using a machine learning approach
- (2016) Ives Cavalcante Passos et al. JOURNAL OF AFFECTIVE DISORDERS
- Bipolar disorder
- (2016) Iria Grande et al. LANCET
- Towards understanding and predicting suicidality in women: biomarkers and clinical risk assessment
- (2016) D F Levey et al. MOLECULAR PSYCHIATRY
- Effect of Electroconvulsive Therapy on Striatal Morphometry in Major Depressive Disorder
- (2016) Benjamin S C Wade et al. NEUROPSYCHOPHARMACOLOGY
- Predicting the Future — Big Data, Machine Learning, and Clinical Medicine
- (2016) Ziad Obermeyer et al. NEW ENGLAND JOURNAL OF MEDICINE
- Refractory bipolar disorder and neuroprogression
- (2016) Sabrina C. da Costa et al. PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY
- Neuroprogression and illness trajectories in bipolar disorder
- (2016) Natália S Kapczinski et al. Expert Review of Neurotherapeutics
- Voice analysis as an objective state marker in bipolar disorder
- (2016) M Faurholt-Jepsen et al. Translational Psychiatry
- Coupled HMM-based multimodal fusion for mood disorder detection through elicited audio–visual signals
- (2016) Tsung-Hsien Yang et al. Journal of Ambient Intelligence and Humanized Computing
- Predictors of psychiatric readmission among patients with bipolar disorder at an academic safety-net hospital
- (2015) Jane E Hamilton et al. AUSTRALIAN AND NEW ZEALAND JOURNAL OF PSYCHIATRY
- A wrapper-based approach for feature selection and classification of major depressive disorder–bipolar disorders
- (2015) Turker Tekin Erguzel et al. COMPUTERS IN BIOLOGY AND MEDICINE
- Early exposure to parental bipolar disorder and risk of mood disorder: the F lourish Canadian prospective offspring cohort study
- (2015) Sarah Goodday et al. Early Intervention in Psychiatry
- Using structural MRI to identify individuals at genetic risk for bipolar disorders: a 2-cohort, machine learning study
- (2015) Tomas Hajek et al. JOURNAL OF PSYCHIATRY & NEUROSCIENCE
- Understanding and predicting suicidality using a combined genomic and clinical risk assessment approach
- (2015) A B Niculescu et al. MOLECULAR PSYCHIATRY
- Using linguistic and topic analysis to classify sub-groups of online depression communities
- (2015) Thin Nguyen et al. MULTIMEDIA TOOLS AND APPLICATIONS
- Big data held to privacy laws, too
- (2015) Stephen Wilson NATURE
- Artificial intelligence approach to classify unipolar and bipolar depressive disorders
- (2015) Turker Tekin Erguzel et al. NEURAL COMPUTING & APPLICATIONS
- Stratifying Risk for Renal Insufficiency Among Lithium-Treated Patients: An Electronic Health Record Study
- (2015) Victor M Castro et al. NEUROPSYCHOPHARMACOLOGY
- Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder Using Multivariate Analysis
- (2015) Ariadna Besga et al. Frontiers in Aging Neuroscience
- A composite peripheral blood gene expression measure as a potential diagnostic biomarker in bipolar disorder
- (2015) K Munkholm et al. Translational Psychiatry
- Clock gene variants differentiate mood disorders
- (2014) Monika Paulina Dmitrzak-Weglarz et al. MOLECULAR BIOLOGY REPORTS
- The Parable of Google Flu: Traps in Big Data Analysis
- (2014) D. Lazer et al. SCIENCE
- Evidence based medicine: a movement in crisis?
- (2014) T. Greenhalgh et al. BMJ-British Medical Journal
- Brain Morphometric Biomarkers Distinguishing Unipolar and Bipolar Depression
- (2014) Ronny Redlich et al. JAMA Psychiatry
- The developmental trajectory of bipolar disorder
- (2013) Anne Duffy et al. BRITISH JOURNAL OF PSYCHIATRY
- Attachment and temperament profiles among the offspring of a parent with bipolar disorder
- (2013) S. Doucette et al. JOURNAL OF AFFECTIVE DISORDERS
- A Review of Feature Reduction Techniques in Neuroimaging
- (2013) Benson Mwangi et al. NEUROINFORMATICS
- The Impact of Phenotypic and Genetic Heterogeneity on Results of Genome Wide Association Studies of Complex Diseases
- (2013) Mirko Manchia et al. PLoS One
- Multi-centre diagnostic classification of individual structural neuroimaging scans from patients with major depressive disorder
- (2012) Benson Mwangi et al. BRAIN
- Anatomical Brain Images Alone Can Accurately Diagnose Chronic Neuropsychiatric Illnesses
- (2012) Ravi Bansal et al. PLoS One
- Patterns of deficits in brain function in bipolar disorder and schizophrenia: A cluster analytic study
- (2012) Mei-Hua Hall et al. PSYCHIATRY RESEARCH
- Diagnostic Specificity of Neurophysiological Endophenotypes in Schizophrenia and Bipolar Disorder
- (2012) J. K. Johannesen et al. SCHIZOPHRENIA BULLETIN
- A randomised, placebo-controlled 52-week trial of continued quetiapine treatment in recently depressed patients with bipolar I and bipolar II disorder
- (2012) Allan H. Young et al. WORLD JOURNAL OF BIOLOGICAL PSYCHIATRY
- Absolute Risk of Suicide After First Hospital Contact in Mental Disorder
- (2011) Merete Nordentoft ARCHIVES OF GENERAL PSYCHIATRY
- Data mining approaches for genome-wide association of mood disorders
- (2011) Mehdi Pirooznia et al. PSYCHIATRIC GENETICS
- Lithium response across generations
- (2009) P. Grof et al. ACTA PSYCHIATRICA SCANDINAVICA
- Lamotrigine for treatment of bipolar depression: independent meta-analysis and meta-regression of individual patient data from five randomised trials
- (2009) John R. Geddes et al. BRITISH JOURNAL OF PSYCHIATRY
- Combining gene expression, demographic and clinical data in modeling disease: a case study of bipolar disorder and schizophrenia
- (2008) Jan Struyf et al. BMC GENOMICS
- ECNP consensus meeting. Bipolar depression. Nice, March 2007
- (2008) Guy M. Goodwin et al. EUROPEAN NEUROPSYCHOPHARMACOLOGY
- Detecting influenza epidemics using search engine query data
- (2008) Jeremy Ginsberg et al. NATURE
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