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Improving individual predictions: Machine learning approaches for detecting and attacking heterogeneity in schizophrenia (and other psychiatric diseases)

Schizophrenia research, 2019-12, Vol.214, p.34-42

Schnack, Hugo G.

2019

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Impact of Negative Symptom Domains and Other Clinical Characteristics on Functional Outcomes in Patients with Schizophrenia

Schizophrenia Research and Treatment, 2021-02, Vol.2021, p.8864352-8

2021

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Assessing reproducibility in association studies

eLife, 2019-04, Vol.8

Schnack, Hugo

2019

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Suicide Behavior and Its Predictors in Patients with Schizophrenia in Ethiopia

Schizophrenia Research and Treatment, 2021-04, Vol.2021, p.6662765-10

2021

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Detecting Neuroimaging Biomarkers for Psychiatric Disorders: Sample Size Matters

Frontiers in psychiatry, 2016-03, Vol.7, p.50-50

2016

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Accelerated Brain Aging in Schizophrenia: A Longitudinal Pattern Recognition Study

The American journal of psychiatry, 2016-06, Vol.173 (6), p.607-616

2016

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Two distinct neuroanatomical subtypes of schizophrenia revealed using machine learning

Brain (London, England : 1878), 2020-03, Vol.143 (3), p.1027-1038

2020

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Polygenic Risk Scores for Subtyping of Schizophrenia

Schizophrenia Research and Treatment, 2020, Vol.2020, p.1638403-13

2020

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Systematic review and meta-analysis on predictors of prognosis in patients with schizophrenia spectrum disorders: An overview of current evidence and a call for prospective research and open access to datasets

Schizophrenia research, 2023-04, Vol.254, p.133-142

2023

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Long-Acting Injectable Second-Generation Antipsychotics Improve Negative Symptoms and Suicidal Ideation in Recent Diagnosed Schizophrenia Patients: A 1-Year Follow-up Pilot Study

Schizophrenia Research and Treatment, 2018-01, Vol.2018, p.4834135-7

2018

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Two Thalamic Regions Screened Using Laser Capture Microdissection with Whole Human Genome Microarray in Schizophrenia Postmortem Samples

Schizophrenia Research and Treatment, 2020, Vol.2020, p.1-11

2020

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Attitude towards Antipsychotic Medications in Patients Diagnosed with Schizophrenia: A Cross-Sectional Study at Amanuel Mental Specialized Hospital, Addis Ababa, Ethiopia

Schizophrenia Research and Treatment, 2019-01, Vol.2019, p.5094017-9

2019

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Twenty Years of Schizophrenia Research in the Northern Finland Birth Cohort 1966: A Systematic Review

Schizophrenia Research and Treatment, 2015-01, Vol.2015, p.524875-12

2015

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Human brain changes across the life span: A review of 56 longitudinal magnetic resonance imaging studies

Human brain mapping, 2012-08, Vol.33 (8), p.1987-2002

2012

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Brain age prediction in schizophrenia: Does the choice of machine learning algorithm matter?

Psychiatry research. Neuroimaging, 2021-04, Vol.310, p.111270-111270, Article 111270

2021

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Can structural MRI aid in clinical classification? A machine learning study in two independent samples of patients with schizophrenia, bipolar disorder and healthy subjects

NeuroImage (Orlando, Fla.), 2014-01, Vol.84, p.299-306

2014

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Making Individual Prognoses in Psychiatry Using Neuroimaging and Machine Learning

Biological psychiatry : cognitive neuroscience and neuroimaging, 2018-09, Vol.3 (9), p.798-808

2018

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Lack of Association between the IL6R Gene Asp358Ala Variant (rs2228145), IL-6 Plasma Levels, and Treatment Resistance in Chilean Schizophrenic Patients Treated with Clozapine

Schizophrenia Research and Treatment, 2019-01, Vol.2019, p.5601249-5

2019

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Metabolic Syndrome among Schizophrenic Patients: A Comparative Cross-Sectional Study in the Middle Belt of Ghana

Schizophrenia Research and Treatment, 2018-01, Vol.2018, p.6542983-9

2018

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Changes in thickness and surface area of the human cortex and their relationship with intelligence

Cerebral cortex (New York, N.Y. 1991), 2015-06, Vol.25 (6), p.1608-1617

2015

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Accelerated aging in the brain, epigenetic aging in blood, and polygenic risk for schizophrenia

Schizophrenia research, 2021-05, Vol.231, p.189-197

2021

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The brain matures with stronger functional connectivity and decreased randomness of its network

PloS one, 2012-05, Vol.7 (5), p.e36896-e36896

2012

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Changes in the intracranial volume from early adulthood to the sixth decade of life: A longitudinal study

NeuroImage (Orlando, Fla.), 2020-10, Vol.220, p.116842-116842, Article 116842

2020

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Assessing the Relationship between Performance on the University of California Performance Skills Assessment (UPSA) and Outcomes in Schizophrenia: A Systematic Review and Evidence Synthesis

Schizophrenia Research and Treatment, 2018-01, Vol.2018, p.9075174-15

2018

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Improving individual predictions: Machine learning approaches for detecting and attacking heterogeneity in schizophrenia (and other psychiatric diseases)

Impact of Negative Symptom Domains and Other Clinical Characteristics on Functional Outcomes in Patients with Schizophrenia

Assessing reproducibility in association studies

Suicide Behavior and Its Predictors in Patients with Schizophrenia in Ethiopia

Detecting Neuroimaging Biomarkers for Psychiatric Disorders: Sample Size Matters

Accelerated Brain Aging in Schizophrenia: A Longitudinal Pattern Recognition Study

Two distinct neuroanatomical subtypes of schizophrenia revealed using machine learning

Polygenic Risk Scores for Subtyping of Schizophrenia

Systematic review and meta-analysis on predictors of prognosis in patients with schizophrenia spectrum disorders: An overview of current evidence and a call for prospective research and open access to datasets

Long-Acting Injectable Second-Generation Antipsychotics Improve Negative Symptoms and Suicidal Ideation in Recent Diagnosed Schizophrenia Patients: A 1-Year Follow-up Pilot Study

Two Thalamic Regions Screened Using Laser Capture Microdissection with Whole Human Genome Microarray in Schizophrenia Postmortem Samples

Attitude towards Antipsychotic Medications in Patients Diagnosed with Schizophrenia: A Cross-Sectional Study at Amanuel Mental Specialized Hospital, Addis Ababa, Ethiopia

Twenty Years of Schizophrenia Research in the Northern Finland Birth Cohort 1966: A Systematic Review

Human brain changes across the life span: A review of 56 longitudinal magnetic resonance imaging studies

Brain age prediction in schizophrenia: Does the choice of machine learning algorithm matter?

Can structural MRI aid in clinical classification? A machine learning study in two independent samples of patients with schizophrenia, bipolar disorder and healthy subjects

Making Individual Prognoses in Psychiatry Using Neuroimaging and Machine Learning

Lack of Association between the IL6R Gene Asp358Ala Variant (rs2228145), IL-6 Plasma Levels, and Treatment Resistance in Chilean Schizophrenic Patients Treated with Clozapine

Metabolic Syndrome among Schizophrenic Patients: A Comparative Cross-Sectional Study in the Middle Belt of Ghana

Changes in thickness and surface area of the human cortex and their relationship with intelligence

Accelerated aging in the brain, epigenetic aging in blood, and polygenic risk for schizophrenia

The brain matures with stronger functional connectivity and decreased randomness of its network

Changes in the intracranial volume from early adulthood to the sixth decade of life: A longitudinal study

Assessing the Relationship between Performance on the University of California Performance Skills Assessment (UPSA) and Outcomes in Schizophrenia: A Systematic Review and Evidence Synthesis

Schizophrenia Imaging Signatures and Their Associations With Cognition, Psychopathology, and Genetics in the General Population

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