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Inflated prediction accuracy of neuropsychiatric biomarkers caused by data leakage in feature selection

Scientific reports, 2021-04, Vol.11 (1), p.7980-7980, Article 7980

2021

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Publisher Correction: Risk of data leakage in estimating the diagnostic performance of a deep-learning-based computer-aided system for psychiatric disorders

Scientific reports, 2024-01, Vol.14 (1), p.2172-2172, Article 2172

2024

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Risk of data leakage in estimating the diagnostic performance of a deep-learning-based computer-aided system for psychiatric disorders

Scientific reports, 2023-10, Vol.13 (1), p.16633-16633, Article 16633

2023

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Differences in Functional Connectivity between Patients with Depression with and without Nonsuicidal Self-injury

Clinical Psychopharmacology and Neuroscience, 2024, 22(3), , pp.451-457

2024

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Disruptions in small-world cortical functional connectivity network during an auditory oddball paradigm task in patients with schizophrenia

Schizophrenia research, 2014-07, Vol.156 (2), p.197-203

2014

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Altered cortical functional network in major depressive disorder: A resting-state electroencephalogram study

NeuroImage clinical, 2018-01, Vol.19, p.1000-1007

2018

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Machine-learning-based classification between post-traumatic stress disorder and major depressive disorder using P300 features

NeuroImage clinical, 2019-01, Vol.24, p.102001-102001, Article 102001

2019

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Impaired functional cortical networks in the theta frequency band of patients with post-traumatic stress disorder during auditory-cognitive processing

Frontiers in psychiatry, 2022-08, Vol.13, p.811766-811766

2022

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Relationship between Loudness Dependence of Auditory-evoked Potentials and Suicidality

Clinical Psychopharmacology and Neuroscience, 2023, 21(4), , pp.742-748

2023

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Altered Cortical Functional Networks in Patients With Schizophrenia and Bipolar Disorder: A Resting-State Electroencephalographic Study

Frontiers in psychiatry, 2020-07, Vol.11, p.661-661

2020

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Neuromodulatory feasibility of a current limiter-based tDCS device: a resting-state electroencephalography study

Biomedical Engineering Letters (BMEL), 2023, 13(3), , pp.407-415

2023

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Editorial: AI-Based Computer-Aided Diagnosis and Prognosis for Psychiatric Disorders

Frontiers in human neuroscience, 2022-04, Vol.16, p.901525-901525

2022

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Enhanced Performance by Interpretable Low-Frequency Electroencephalogram Oscillations in the Machine Learning-Based Diagnosis of Post-traumatic Stress Disorder

Frontiers in neuroinformatics, 2022-04, Vol.16, p.811756-811756

2022

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Brain Networks Responsible for Sense of Agency: An EEG Study

PloS one, 2015-08, Vol.10 (8), p.e0135261-e0135261

2015

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Prediction of long-term treatment response to selective serotonin reuptake inhibitors (SSRIs) using scalp and source loudness dependence of auditory evoked potentials (LDAEP) analysis in patients with major depressive disorder

International journal of molecular sciences, 2015-03, Vol.16 (3), p.6251-6265

2015

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Cortical volume and 40-Hz auditory-steady-state responses in patients with schizophrenia and healthy controls

NeuroImage clinical, 2019-01, Vol.22, p.101732-101732, Article 101732

2019

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Investigating neuromodulatory effect of transauricular vagus nerve stimulation on resting-state electroencephalography

Biomedical engineering letters, 2024-07, Vol.14 (4), p.677-687

2024

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Changes in Global and Nodal Networks in Patients With Unipolar Depression After 3-Week Repeated Transcranial Magnetic Stimulation Treatment

Frontiers in psychiatry, 2019-10, Vol.10, p.686-686

2019

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Increased beta power in the bereaved families of the Sewol ferry disaster: A paradoxical compensatory phenomenon? A two‐channel electroencephalography study

Psychiatry and clinical neurosciences, 2017-11, Vol.71 (11), p.759-768

2017

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Serum Levels of Tumor Necrosis Factor-α and Loudness Dependence of Auditory Evoked Potentials at Pretreatment and Posttreatment in Patients with Major Depressive Disorder

Brain sciences, 2019-09, Vol.9 (10), p.253

2019

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Resting-State Functional Connectivity in Mathematical Expertise

Brain sciences, 2021-03, Vol.11 (4), p.430

2021

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Gender Differences in Neural Responses to Perceptually Invisible Fearful Face—An ERP Study

Frontiers in behavioral neuroscience, 2017-01, Vol.11

2017

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Estimation of Symptom Severity Scores for Patients with Schizophrenia Using ERP Source Activations during a Facial Affect Discrimination Task

Frontiers in neuroscience, 2017-08, Vol.11, p.436-436

2017

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Correction: Brain Networks Responsible for Sense of Agency: An EEG Study

PloS one, 2015-09, Vol.10 (9), p.e0137769-e0137769

2015

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Toward practical machine-learning-based diagnosis for drug-naïve women with major depressive disorder using EEG channel reduction approach

Journal of affective disorders, 2023-10, Vol.338, p.199-206

2023

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Inflated prediction accuracy of neuropsychiatric biomarkers caused by data leakage in feature selection

Publisher Correction: Risk of data leakage in estimating the diagnostic performance of a deep-learning-based computer-aided system for psychiatric disorders

Risk of data leakage in estimating the diagnostic performance of a deep-learning-based computer-aided system for psychiatric disorders

Differences in Functional Connectivity between Patients with Depression with and without Nonsuicidal Self-injury

Disruptions in small-world cortical functional connectivity network during an auditory oddball paradigm task in patients with schizophrenia

Altered cortical functional network in major depressive disorder: A resting-state electroencephalogram study

Machine-learning-based classification between post-traumatic stress disorder and major depressive disorder using P300 features

Impaired functional cortical networks in the theta frequency band of patients with post-traumatic stress disorder during auditory-cognitive processing

Relationship between Loudness Dependence of Auditory-evoked Potentials and Suicidality

Altered Cortical Functional Networks in Patients With Schizophrenia and Bipolar Disorder: A Resting-State Electroencephalographic Study

Neuromodulatory feasibility of a current limiter-based tDCS device: a resting-state electroencephalography study

Editorial: AI-Based Computer-Aided Diagnosis and Prognosis for Psychiatric Disorders

Enhanced Performance by Interpretable Low-Frequency Electroencephalogram Oscillations in the Machine Learning-Based Diagnosis of Post-traumatic Stress Disorder

Brain Networks Responsible for Sense of Agency: An EEG Study

Prediction of long-term treatment response to selective serotonin reuptake inhibitors (SSRIs) using scalp and source loudness dependence of auditory evoked potentials (LDAEP) analysis in patients with major depressive disorder

Cortical volume and 40-Hz auditory-steady-state responses in patients with schizophrenia and healthy controls

Investigating neuromodulatory effect of transauricular vagus nerve stimulation on resting-state electroencephalography

Changes in Global and Nodal Networks in Patients With Unipolar Depression After 3-Week Repeated Transcranial Magnetic Stimulation Treatment

Increased beta power in the bereaved families of the Sewol ferry disaster: A paradoxical compensatory phenomenon? A two‐channel electroencephalography study

Serum Levels of Tumor Necrosis Factor-α and Loudness Dependence of Auditory Evoked Potentials at Pretreatment and Posttreatment in Patients with Major Depressive Disorder

Resting-State Functional Connectivity in Mathematical Expertise

Gender Differences in Neural Responses to Perceptually Invisible Fearful Face—An ERP Study

Estimation of Symptom Severity Scores for Patients with Schizophrenia Using ERP Source Activations during a Facial Affect Discrimination Task

Correction: Brain Networks Responsible for Sense of Agency: An EEG Study

Toward practical machine-learning-based diagnosis for drug-naïve women with major depressive disorder using EEG channel reduction approach

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