Psychiatry

Latest AI and machine learning research in psychiatry for healthcare professionals.

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Reckoning respiratory signals to affectively decipher mental state.

Recognizing mental states from physiological signal is a concern not only for medical diagnostics, but also for cognitive science, behavioral studies as well as brain machine interfaces. This study employs an unique approach of solely utilizing the respiration signals in order to decipher mental states. A public dataset, Affective Pacman, is considered for this study, where the various physiologic...

Jul 1 2019 31946901

EEG-Based Mental Workload Estimation.

Knowledge of the level of mental workload induced by any task is essential for optimizing load share among the operators. This helps in assessing their capability; besides, helping in task allocation. Since a persistently high workload experienced by operators such as aircraft pilots and automobile drivers many times compromises their performance and safety. Despite the availability of various men...

Jul 1 2019 31947126
A Social Media Study on the Effects of Psychiatric Medication Use.

Understanding the effects of psychiatric medications during mental health treatment constitutes an active area of inquiry. While clinical trials help ...

Jun 7 2019 32280562
A Machine Learning Strategy for Autism Screening in Toddlers.

OBJECTIVE: Autism spectrum disorder (ASD) screening can improve prognosis via early diagnosis and intervention, but lack of time and training can dete...

Jun 1 2019 30985384
Predictive learning: its key role in early cognitive development.

What is a fundamental ability for cognitive development? Although many researchers have been addressing this question, no shared understanding has bee...

Apr 29 2019 30852990
Brief Report: Evaluating the Utility of Varied Technological Agents to Elicit Social Attention from Children with Autism Spectrum Disorders.

Technological agents could be effective tools to be used in interventions for enhancing social orienting for some young children with ASD. We examined...

Apr 1 2019 30511126
Brief Report: A Novel System to Evaluate Autism Spectrum Disorders Using Two Humanoid Robots.

We investigated the feasibility of our novel evaluation system for use with children with autism spectrum disorders (ASD). We prepared the experimenta...

Apr 1 2019 30539368
Randomized controlled trial of an online machine learning-driven risk assessment and intervention platform for increasing the use of crisis services.

OBJECTIVE: Mental illness is a leading cause of disease burden; however, many barriers prevent people from seeking mental health services. Technologic...

Apr 1 2019 30883164
Recurrent Neural Networks in Mobile Sampling and Intervention.

The rapid rise and now widespread distribution of handheld and wearable devices, such as smartphones, fitness trackers, or smartwatches, has opened a ...

Mar 7 2019 30496527
An expandable approach for design and personalization of digital, just-in-time adaptive interventions.

OBJECTIVE: We aim to deliver a framework with 2 main objectives: 1) facilitating the design of theory-driven, adaptive, digital interventions addressi...

Mar 1 2019 30590757
RRAM-based synapse devices for neuromorphic systems.

Hardware artificial neural network (ANN) systems with high density synapse array devices can perform massive parallel computing for pattern recognitio...

Feb 18 2019 30426118
Using Elastic Net Penalized Cox Proportional Hazards Regression to Identify Predictors of Imminent Smoking Lapse.

INTRODUCTION: Machine learning algorithms such as elastic net regression and backward selection provide a unique and powerful approach to model buildi...

Jan 4 2019 29059349
Brain Age in Early Stages of Bipolar Disorders or Schizophrenia.

BACKGROUND: The greater presence of neurodevelopmental antecedants may differentiate schizophrenia from bipolar disorders (BD). Machine learning/patte...

Jan 1 2019 29272464
Roles, Strengths and Challenges of Using Robots in Interventions for Children with Autism Spectrum Disorder (ASD).

The aim of this research was to study roles, strengths and challenges of robot-mediated interventions using robot KASPAR for children with autism spec...

Jan 1 2019 30019273
[Artificial Intelligence in Psychiatry].

Diagnosis of psychiatric disorders is based primarily on subjective symptoms, and neuroimaging or other biological examinations are used for excluding...

Jan 1 2019 30630126
Outgroup Machine Learning Approach Identifies Single Nucleotide Variants in Noncoding DNA Associated with Autism Spectrum Disorder.

Autism spectrum disorder (ASD) is a heritable neurodevelopmental disorder affecting 1 in 59 children. While noncoding genetic variation has been shown...

Jan 1 2019 30864328
MIRKB: a myocardial infarction risk knowledge base.

Myocardial infarction (MI) is a common cardiovascular disease and a leading cause of death worldwide. The etiology of MI is complicated and not comple...

Jan 1 2019 31688939
Artificial Intelligence in Psychiatry.

Scientific findings over the past few decades have shaped our understanding of the underlying neurobiology associated with psychiatric illnesses. Howe...

Jan 1 2019 31705492
Machine Learning in Neural Networks.

Evidence now suggests that precision psychiatry is becoming a cornerstone of medical practices by providing the patient of psychiatric disorders with ...

Jan 1 2019 31705493
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