Pediatrics

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

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A computational framework for the detection of subcortical brain dysmaturation in neonatal MRI using 3D Convolutional Neural Networks.

Deep neural networks are increasingly being used in both supervised learning for classification tasks and unsupervised learning to derive complex patterns from the input data. However, the successful implementation of deep neural networks using neuroimaging datasets requires adequate sample size for training and well-defined signal intensity based structural differentiation. There is a lack of eff...

May 21 2018 29793060

Phrase mining of textual data to analyze extracellular matrix protein patterns across cardiovascular disease.

Extracellular matrix (ECM) proteins have been shown to play important roles regulating multiple biological processes in an array of organ systems, including the cardiovascular system. Using a novel bioinformatics text-mining tool, we studied six categories of cardiovascular disease (CVD), namely, ischemic heart disease, cardiomyopathies, cerebrovascular accident, congenital heart disease, arrhythm...

May 18 2018 29775406
Automated comprehensive Adolescent Idiopathic Scoliosis assessment using MVC-Net.

Automated quantitative estimation of spinal curvature is an important task for the ongoing evaluation and treatment planning of Adolescent Idiopathic ...

May 18 2018 29803920
Weed Growth Stage Estimator Using Deep Convolutional Neural Networks.

This study outlines a new method of automatically estimating weed species and growth stages (from cotyledon until eight leaves are visible) of in situ...

May 16 2018 29772666
Predicting suicide attempts in adolescents with longitudinal clinical data and machine learning.

BACKGROUND: Adolescents have high rates of nonfatal suicide attempts, but clinically practical risk prediction remains a challenge. Screening can be t...

Apr 30 2018 29709069
Gene expression profiles reveal key genes for early diagnosis and treatment of adamantinomatous craniopharyngioma.

Adamantinomatous craniopharyngioma (ACP) is an aggressive brain tumor that occurs predominantly in the pediatric population. Conventional diagnosis me...

Apr 23 2018 29681617
Predicting Changes in Pediatric Medical Complexity using Large Longitudinal Health Records.

Medically complex patients consume a disproportionate amount of care resources in hospitals but still often end up with sub-optimal clinical outcomes....

Apr 16 2018 29854255
The Dependence of Machine Learning on Electronic Medical Record Quality.

There is growing interest in applying machine learning methods to Electronic Medical Records (EMR). Across different institutions, however, EMR qualit...

Apr 16 2018 29854155
Antibody response to 13-valent pneumococcal conjugate vaccine is not impaired in patients with rheumatoid arthritis or primary Sjögren's syndrome without disease modifying treatment.

BACKGROUND: Pneumococcal vaccination is recommended to patients with rheumatoid arthritis (RA) and primary Sjögren's syndrome (pSS). However, little i...

Apr 5 2018 30886963
Neonatal Seizure Detection Using Deep Convolutional Neural Networks.

Identifying a core set of features is one of the most important steps in the development of an automated seizure detector. In most of the published st...

Apr 2 2018 29747532
Robotically-driven orthoses exert proximal-to-distal differential recovery on the lower limbs in children with hemiplegia, early after acquired brain injury.

Robotically-driven orthoses (RDO) are promising for treating gait impairment in children with hemiplegia after acquired brain injury (ABI). Despite th...

Mar 23 2018 29650492
OBO to UML: Support for the development of conceptual models in the biomedical domain.

A conceptual model abstractly defines a number of concepts and their relationships for the purposes of understanding and communication. Once a concept...

Feb 27 2018 29496629
Case Control Study to Compare Serum Vascular Endothelial Growth Factor (VEGF) Level in Women with Recurrent Pregnancy Loss (RPL) Compared to Women with Term Pregnancy.

INTRODUCTION: Recurrent pregnancy loss (RPL) is defined as three or more spontaneous pregnancy losses before the 20th week of gestation or fetal weigh...

Feb 21 2018 31686741
Critiquing the Reasons for Making Artificial Moral Agents.

Many industry leaders and academics from the field of machine ethics would have us believe that the inevitability of robots coming to have a larger ro...

Feb 19 2018 29460081
Maternal exposure to ambient PM during pregnancy increases the risk of congenital heart defects: Evidence from machine learning models.

Previous research suggested an association between maternal exposure to ambient air pollutants and risk of congenital heart defects (CHDs), though the...

Feb 19 2018 29471186
Mortality prediction in intensive care units (ICUs) using a deep rule-based fuzzy classifier.

Electronic health records (EHRs) contain critical information useful for clinical studies. Early assessment of patients' mortality in intensive care u...

Feb 19 2018 29471111
Robotics in Orthopedics: A Brave New World.

Future health-care projection projects a significant growth in population by 2020. Health care has seen an exponential growth in technology to address...

Feb 16 2018 29605151
Neural electrical activity and neural network growth.

The development of central and peripheral neural system depends in part on the emergence of the correct functional connectivity in its input and outpu...

Feb 9 2018 29475142
3-D Fully Convolutional Networks for Multimodal Isointense Infant Brain Image Segmentation.

Accurate segmentation of infant brain images into different regions of interest is one of the most important fundamental steps in studying early brain...

Feb 8 2018 29994385
Neuroanatomical morphometric characterization of sex differences in youth using statistical learning.

Exploring neuroanatomical sex differences using a multivariate statistical learning approach can yield insights that cannot be derived with univariate...

Feb 3 2018 29414494
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