Research graph
References from Deep learning approach for automatic assessment of schizophrenia and bipolar disorder in patients using R-R intervals. Local targets link to admitted publications; unresolved targets remain external evidence.
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Incidence, prevalence, and global burden of schizophrenia - data, with critical appraisal, from the Global Burden of Disease (GBD) 2019
10.1038/s41380-023-02138-4 · 2023 · External reference
The impact of mental illness on quality of life: a comparison of severe mental illness, common mental disorder and healthy population samples
10.1007/s11136-006-9002-6 · 2006 · External reference
Specificity and continuity of schizophrenia and bipolar disorder: relation to biomarkers
10.2174/1381612825666191216153508 · 2020 · External reference
Early signs, diagnosis and therapeutics of the prodromal phase of schizophrenia and related psychotic disorders
10.1586/ern.10.93 · 2010 · External reference
Trends in hospital admissions for mental, behavioural, neurodevelopmental disorders in England and Wales between 1999 and 2019: an Ecological Study
10.3390/healthcare10112191 · 2022 · External reference
Predictors of hospital length and cost of stay in a national sample of adult patients with psychotic disorders
10.1176/appi.ps.201600312 · 2017 · External reference
Effectiveness of early psychosis intervention: comparison of service users and nonusers in population-based health administrative data
10.1176/appi.ajp.2017.17050480 · 2018 · External reference
10.1176/appi.books.9780890425787
10.1176/appi.books.9780890425787 · External reference
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How “objective” are psychiatric diagnoses?: (guess again)
2007 · External reference
Subjectivity and severe psychiatric disorders
10.1093/schbul/sbq116 · 2011 · External reference
Diagnostic stability of psychiatric disorders in clinical practice
10.1192/bjp.bp.106.024026 · 2007 · External reference
Neuroimaging in schizophrenia: an overview of findings and their implications for synaptic changes
10.1038/s41386-022-01426-x · 2023 · External reference
Cortical abnormalities in bipolar disorder: an MRI analysis of 6503 individuals from the ENIGMA Bipolar Disorder Working Group
10.1038/mp.2017.73 · 2018 · External reference
A systematic review of EEG based automated schizophrenia classification through machine learning and deep learning
10.3389/fnhum.2024.1347082 · 2024 · External reference
PsyneuroNet architecture for multi-class prediction of neurological disorders
10.1016/j.bspc.2024.107080 · 2025 · External reference
Advances in functional MRI research in bipolar disorder: from the perspective of mood states
2024 · External reference
Schizophrenia classification and abnormalities reveal of brain region functional connection by deep-learning multiple sparsely connected network
10.1016/j.bspc.2024.106580 · 2024 · External reference
Genomic findings in schizophrenia and their implications
10.1038/s41380-023-02293-8 · 2023 · External reference
10.1038/s41537-021-00151-6
10.1038/s41537-021-00151-6 · External reference
Towards multidimensional genome annotation
10.1038/nrg1769 · 2006 · External reference
Generic aspects of complexity in brain imaging data and other biological systems
10.1016/j.neuroimage.2009.05.032 · 2009 · External reference
Statistical challenges in “Big Data” human neuroimaging
10.1016/j.neuron.2017.12.018 · 2018 · External reference
Did the human genome project affect research on Schizophrenia?
10.1016/j.psychres.2023.115691 · 2024 · External reference
Neuroimaging in schizophrenia: a review article
10.3389/fnins.2022.1042814 · 2022 · External reference
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Actigraphy studies and clinical and biobehavioural correlates in schizophrenia: a systematic review
10.1007/s00702-019-01993-2 · 2019 · External reference
Galvanic skin response features in psychiatry and mental disorders: a narrative review
10.3390/ijerph192013428 · 2022 · External reference
Dysregulated noradrenergic response is associated with symptom severity in individuals with schizophrenia
10.3389/fpsyt.2023.1190329 · 2023 · External reference
Heart rate variability is associated with disease severity in psychosis spectrum disorders
10.1016/j.pnpbp.2020.110108 · 2021 · External reference
Using wearable technology to detect the autonomic signature of illness severity in schizophrenia
10.1016/j.schres.2017.09.028 · 2018 · External reference
Smart devices and wearable technologies to detect and monitor mental health conditions and stress: a systematic review
10.3390/s21103461 · 2021 · External reference
Use of mobile and wearable artificial intelligence in child and adolescent psychiatry: scoping review
10.2196/33560 · 2022 · External reference
Wearable devices suitable for monitoring twenty four hour heart rate variability in military populations
10.3390/s21041061 · 2021 · External reference
Psychotic disorders
10.1056/nejmra1801490 · 2018 · External reference
Etiologic, phenomenologic, and endophenotypic overlap of schizophrenia and bipolar disorder
10.1146/annurev-clinpsy-032814-112915 · 2015 · External reference
Assessment of symptom severity in psychotic disorder patients based on heart rate variability and accelerometer mobility data
10.1016/j.compbiomed.2024.108544 · 2024 · External reference
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Continuous assessment of schizophrenia using heart rate and accelerometer data
10.1088/1361-6579/aa724d · 2017 · External reference
The development and clinical application of a novel schizophrenia screening system using yoga-induced autonomic nervous system responses
10.3389/fphys.2022.902979 · 2022 · External reference
Autonomic arousal during psychosis spectrum experiences: Results from a high resolution ambulatory assessment study over the course of symptom on- and offset
10.1016/j.schres.2019.07.046 · 2019 · External reference
Interfering sensed input classification model using assimilated whale optimization and deep Q-learning for remote patient monitoring
10.1016/j.bspc.2024.106202 · 2024 · External reference
Blending active and passive digital technology methods to improve symptom monitoring in early psychosis
10.1111/eip.12796 · 2019 · External reference
Investigating the association of anxiety disorders with heart rate variability measured using a wearable device
10.1016/j.jad.2024.01.137 · 2024 · External reference
Heart rate variability
10.1161/01.cir.93.5.1043 · 1996 · External reference
Golden standard or obsolete method? Review of ECG applications in clinical and experimental context
10.3389/fphys.2022.867033 · 2022 · External reference
The new field of “precision psychiatry”
10.1186/s12916-017-0849-x · 2017 · External reference
First rank symptoms for schizophrenia (cochrane diagnostic test accuracy review)
10.1093/schbul/sbv061 · 2015 · External reference
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Validity and reliability of the Polish version of the Positive and Negative Syndrome Scale (PANSS)
10.1002/mpr.120 · 2002 · External reference
Convolutional neural networks for time series classification
10.21629/jsee.2017.01.18 · 2017 · External reference
Cancer classification from time series microarray data through regulatory Dynamic Bayesian Networks
10.1016/j.compbiomed.2019.103577 · 2020 · External reference
A systematic review of hidden Markov models and their applications
10.1007/s11831-020-09422-4 · 2020 · External reference
10.1109/saci49304.2020.9118837
10.1109/saci49304.2020.9118837 · External reference
10.1016/b978-0-12-815739-8.00006-7
10.1016/b978-0-12-815739-8.00006-7 · External reference
Learning decision trees from data streams with concept drift
10.1016/j.procs.2016.05.508 · 2016 · External reference
10.1007/978-3-662-45620-0_11
10.1007/978-3-662-45620-0_11 · External reference
10.1145/1143844.1143974
10.1145/1143844.1143974 · External reference
Supporting exact indexing of arbitrarily rotated shapes and periodic time series under Euclidean and warping distance measures
10.1007/s00778-008-0111-4 · 2008 · External reference
Experimental comparison of representation methods and distance measures for time series data
10.1007/s10618-012-0250-5 · 2012 · External reference
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Time Series FeatuRe Extraction on basis of Scalable Hypothesis tests (tsfresh – A Python package)
10.1016/j.neucom.2018.03.067 · 2018 · External reference
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10.7551/mitpress/9780262033589.001.0001
10.7551/mitpress/9780262033589.001.0001 · External reference
10.1145/2939672.2939785
10.1145/2939672.2939785 · External reference
Deep gated recurrent and convolutional network hybrid model for univariate time series classification
10.14569/ijacsa.2019.0100582 · 2019 · External reference
LSTM fully convolutional networks for time series classification
10.1109/access.2017.2779939 · 2018 · External reference
A unified approach to interpreting model predictions
2017 · External reference
Testing the expanded continuum hypothesis of schizophrenia and bipolar disorder. Neural and psychological evidence for shared and distinct mechanisms
10.1016/j.nicl.2019.101854 · 2019 · External reference
Bipolar disorders and schizophrenia: discrete disorders?
10.3389/fpsyt.2024.1352250 · 2024 · External reference
Heart rate variability in bipolar disorder: a systematic review and meta-analysis
10.1016/j.neubiorev.2016.12.007 · 2017 · External reference
Heart rate variability in acute psychosis
10.1111/1469-8986.00072 · 2003 · External reference
Effects of four atypical antipsychotics on autonomic nervous system activity in schizophrenia
10.1016/j.schres.2017.07.004 · 2018 · External reference
The hierarchical basis of neurovisceral integration
10.1016/j.neubiorev.2017.02.003 · 2017 · External reference
Heart rate variability: origins, methods, and interpretive caveats
10.1111/j.1469-8986.1997.tb02140.x · 1997 · External reference
Heart rate variability as an index of regulated emotional responding
10.1037/1089-2680.10.3.229 · 2006 · External reference
Functional assessment of heart rate variability: physiological basis and practical applications
10.1016/s0167-5273(02)00057-8 · 2002 · External reference
Heart rate variability in bipolar mania and schizophrenia
10.1016/j.jpsychires.2009.07.011 · 2010 · External reference
Resting vagal activity in schizophrenia: meta-analysis of heart rate variability as a potential endophenotype
10.1192/bjp.bp.114.160762 · 2016 · External reference
Increased sympathetic tone is associated with illness burden in bipolar disorder
10.1016/j.jad.2021.10.089 · 2022 · External reference
Comparison of entropy rate measures for the evaluation of time series complexity: simulations and application to heart rate and respiratory variability
10.1016/j.bbe.2024.04.004 · 2024 · External reference
Detection of attention deficit hyperactivity disorder based on EEG feature maps and deep learning
10.1016/j.bbe.2024.07.003 · 2024 · External reference
EEG frequency bands in psychiatric disorders: a review of resting state studies
10.3389/fnhum.2018.00521 · 2019 · External reference
Deep learning models for diagnosis of Schizophrenia using EEG signals: emerging trends, challenges, and prospects
10.1007/s11831-023-10047-6 · 2024 · External reference
Schizophrenia classification using machine learning on resting state EEG signal
10.1016/j.bspc.2022.104233 · 2023 · External reference
EEG datasets for healthcare: a scoping review
10.1109/access.2024.3376254 · 2024 · External reference
Electroencephalography and event-related potential biomarkers in individuals at clinical high risk for psychosis
10.1016/j.biopsych.2020.04.002 · 2020 · External reference
Mismatch negativity (MMN) as a tool for translational investigations into early psychosis: a review
10.1016/j.ijpsycho.2019.02.009 · 2019 · External reference
A meta-analysis of mismatch negativity in Schizophrenia: from clinical risk to disease specificity and progression
10.1016/j.biopsych.2015.08.025 · 2016 · External reference
The P300 component of the auditory event-related potential in adult psychiatric and neurologic disorders: a narrative review of clinical and experimental evidence
10.1097/yic.0000000000000566 · 2025 · External reference
Use of cognitive event-related potentials in the management of psychiatric disorders: Towards an individual follow-up and multi-component clinical approach
10.5498/wjp.v11.i5.153 · 2021 · External reference
10.1145/3630106.3658983
10.1145/3630106.3658983 · External reference
10.1007/978-3-030-41878-6_12
10.1007/978-3-030-41878-6_12 · External reference
Heart rate variability (HRV) as a way to understand associations between the autonomic nervous system (ANS) and affective states: a critical review of the literature
10.1016/j.ijpsycho.2023.08.001 · 2023 · External reference
A novel ternary pattern-based automatic psychiatric disorders classification using ECG signals
10.1007/s11571-022-09918-8 · 2024 · External reference
Psychotropic medication and the heart
10.1192/apt.9.6.414 · 2003 · External reference
The effect of precordial lead displacement on ECG morphology
10.1007/s11517-013-1115-9 · 2014 · External reference
Body composition in patients with schizophrenia: comparison with healthy controls
10.1186/1744-859x-11-11 · 2012 · External reference
The mismatch negativity: a review of underlying mechanisms
10.1016/j.clinph.2008.11.029 · 2009 · External reference
Analysis of heart rate variability and implication of different factors on heart rate variability
10.2174/1573403x16999201231203854 · 2021 · External reference
Economic perspective of the use of wearables in health care: a systematic review
10.1016/j.mcpdig.2024.05.003 · 2024 · External reference
Heart rate variability as a transdiagnostic biomarker of psychopathology
10.1016/j.ijpsycho.2015.08.004 · 2015 · External reference
Transdiagnostic structural neuroimaging features in depression and psychosis: a systematic review
10.1016/j.nicl.2023.103388 · 2023 · External reference
Resources for mental health: scarcity, inequity, and inefficiency
10.1016/s0140-6736(07)61239-2 · 2007 · External reference
Continuity of care as experienced by mental health service users - a qualitative study
10.1186/s12913-017-2719-9 · 2017 · External reference
