AIMC Topic: Reproducibility of Results

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Emergency Department Capacity Planning: A Recurrent Neural Network and Simulation Approach.

Computational and mathematical methods in medicine Nov 15, 2019
Emergency departments (EDs) play a vital role in the whole healthcare system as they are the first point of care in hospitals for urgent and critically ill patients. Therefore, effective management of hospital's ED is crucial in improving the quality...
Emergency Service, Hospital Turkey Climate Hospital Administration Emergency Treatment Computer Simulation Bed Occupancy Reproducibility of Results Length of Stay Time Factors Humans Neural Networks, Computer Machine Learning Algorithms
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Comparison of the decision tree, artificial neural network and multiple regression methods for prediction of carcass tissues composition of goat kids.

Meat science Nov 14, 2019
The aim of this study was to predict carcass tissue composition of goat kids using the decision tree with CHAID algorithm (DT) and artificial neural network (ANN) method in comparison with classical step-wise regression (SWR) analyse. Data were obtai...
Meat Goats Bone and Bones Neural Networks, Computer Male Muscle, Skeletal Female Decision Trees Reproducibility of Results Adipose Tissue Animals
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An improved deep learning method for predicting DNA-binding proteins based on contextual features in amino acid sequences.

PloS one Nov 14, 2019
As the number of known proteins has expanded, how to accurately identify DNA binding proteins has become a significant biological challenge. At present, various computational methods have been proposed to recognize DNA-binding proteins from only amin...
Deep Learning DNA-Binding Proteins Amino Acid Sequence Neural Networks, Computer Memory, Long-Term Algorithms Reproducibility of Results
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Predicting O-Water PET cerebral blood flow maps from multi-contrast MRI using a deep convolutional neural network with evaluation of training cohort bias.

Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism Nov 13, 2019
To improve the quality of MRI-based cerebral blood flow (CBF) measurements, a deep convolutional neural network (dCNN) was trained to combine single- and multi-delay arterial spin labeling (ASL) and structural images to predict gold-standard O-water ...
Humans Neural Networks, Computer Oxygen Radioisotopes Male Reproducibility of Results Middle Aged Models, Biological Data Analysis Aged Positron-Emission Tomography Adolescent Image Processing, Computer-Assisted Algorithms Young Adult Cerebrovascular Circulation Water Magnetic Resonance Imaging Adult Brain Female
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Subject-Independent Brain-Computer Interfaces Based on Deep Convolutional Neural Networks.

IEEE transactions on neural networks and learning systems Nov 13, 2019
For a brain-computer interface (BCI) system, a calibration procedure is required for each individual user before he/she can use the BCI. This procedure requires approximately 20-30 min to collect enough data to build a reliable decoder. It is, theref...
Female Reproducibility of Results Young Adult Adult Male Neural Networks, Computer Algorithms Databases, Factual Brain Movement Imagination Information Theory Deep Learning Bayes Theorem Electroencephalography Brain-Computer Interfaces Humans
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Evaluation of a Deep Learning-Based Automated CT Coronary Artery Calcium Scoring Algorithm.

JACC. Cardiovascular imaging Nov 13, 2019
Computed Tomography Angiography Cardiac-Gated Imaging Techniques Male Coronary Artery Disease Automation Middle Aged Coronary Vessels Severity of Illness Index Vascular Calcification Diagnosis, Computer-Assisted Software Female Predictive Value of Tests Retrospective Studies Reproducibility of Results Humans Coronary Angiography Deep Learning Aged Radiographic Image Interpretation, Computer-Assisted Electrocardiography
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Machine Learning for Pretest Probability of Obstructive Coronary Stenosis in Symptomatic Patients.

JACC. Cardiovascular imaging Nov 13, 2019
Machine Learning Female Reproducibility of Results Male Diagnosis, Computer-Assisted Predictive Value of Tests Coronary Angiography Middle Aged Severity of Illness Index Coronary Artery Disease Humans Computed Tomography Angiography Coronary Stenosis
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Prediction of marbling score and carcass traits in Korean Hanwoo beef cattle using machine learning methods and synthetic minority oversampling technique.

Meat science Nov 12, 2019
Pricing of Hanwoo beef in the Korean market is primarily based on meat quality, and particularly on marbling score. The ability to accurately predict marbling score early in the life of an animal is extremely valuable for producers to meet the requir...
Machine Learning Food Quality Ultrasonography Republic of Korea Cattle Reproducibility of Results Animals Image Processing, Computer-Assisted Red Meat
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Development and external validation of a nomogram to predict lymph node invasion after robot assisted radical prostatectomy.

Urologic oncology Nov 12, 2019
BACKGROUND: Prediction of lymph node invasion (LNI) after radical prostatectomy has been rarely assessed in robotically assisted laparoscopic radical prostatectomy (RALP) series. We aimed to develop and externally validate a pretreatment nomogram for...
Aged Male Middle Aged Lymph Nodes Prostatic Neoplasms Prostatectomy Nomograms Humans Robotics Reproducibility of Results
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Deep Convolutional Neural Network-based Software Improves Radiologist Detection of Malignant Lung Nodules on Chest Radiographs.

Radiology Nov 12, 2019
Background Multicenter studies are required to validate the added benefit of using deep convolutional neural network (DCNN) software for detecting malignant pulmonary nodules on chest radiographs. Purpose To compare the performance of radiologists in...
Female Reproducibility of Results Aged Young Adult Adult Lung Neoplasms Humans Multiple Pulmonary Nodules Neural Networks, Computer Solitary Pulmonary Nodule Retrospective Studies Radiographic Image Interpretation, Computer-Assisted Radiography, Thoracic Sensitivity and Specificity Male Middle Aged Lung
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