AIMC Topic: Reproducibility of Results

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Using support vector machine analysis to assess PartinMR: A new prediction model for organ-confined prostate cancer.

Journal of magnetic resonance imaging : JMRI Feb 13, 2018
BACKGROUND: Partin tables represent the most widely used predictive tool for prostate cancer stage at prostatectomy but with potential limitations.
Support Vector Machine Magnetic Resonance Imaging Area Under Curve Prostatic Neoplasms Proportional Hazards Models Biopsy Observer Variation Aged Male Middle Aged Image Processing, Computer-Assisted Software Algorithms Retrospective Studies Reproducibility of Results Humans
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Automated chart review utilizing natural language processing algorithm for asthma predictive index.

BMC pulmonary medicine Feb 13, 2018
BACKGROUND: Thus far, no algorithms have been developed to automatically extract patients who meet Asthma Predictive Index (API) criteria from the Electronic health records (EHR) yet. Our objective is to develop and validate a natural language proces...
Asthma Cross-Sectional Studies Male Child, Preschool Data Mining Humans Automation Algorithms Child Electronic Health Records Natural Language Processing Female Reproducibility of Results
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An ontology-driven clinical decision support system (IDDAP) for infectious disease diagnosis and antibiotic prescription.

Artificial intelligence in medicine Feb 9, 2018
BACKGROUND: The available antibiotic decision-making systems were developed from a physician's perspective. However, because infectious diseases are common, many patients desire access to knowledge via a search engine. Although the use of antibiotics...
Diagnosis, Computer-Assisted User-Computer Interface ROC Curve Decision Support Systems, Clinical Bacterial Infections Decision Support Techniques Anti-Bacterial Agents Clinical Decision-Making Reproducibility of Results Predictive Value of Tests Biological Ontologies Drug Prescriptions Drug Therapy, Computer-Assisted Humans Machine Learning
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Machine learning for identifying Randomized Controlled Trials: An evaluation and practitioner's guide.

Research synthesis methods Feb 7, 2018
Machine learning (ML) algorithms have proven highly accurate for identifying Randomized Controlled Trials (RCTs) but are not used much in practice, in part because the best way to make use of the technology in a typical workflow is unclear. In this w...
Machine Learning Algorithms Reproducibility of Results Sensitivity and Specificity ROC Curve Humans Information Storage and Retrieval Subject Headings Evidence-Based Medicine Search Engine Databases, Bibliographic Support Vector Machine Randomized Controlled Trials as Topic Registries Review Literature as Topic
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Psoriasis skin biopsy image segmentation using Deep Convolutional Neural Network.

Computer methods and programs in biomedicine Feb 6, 2018
BACKGROUND AND OBJECTIVE: Development of machine assisted tools for automatic analysis of psoriasis skin biopsy image plays an important role in clinical assistance. Development of automatic approach for accurate segmentation of psoriasis skin biopsy...
Biopsy Humans Skin Neural Networks, Computer Dermis Epidermis Algorithms Databases, Factual Reproducibility of Results Support Vector Machine Image Processing, Computer-Assisted Cluster Analysis Psoriasis Models, Statistical Color
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Deep learning with domain adaptation for accelerated projection-reconstruction MR.

Magnetic resonance in medicine Feb 4, 2018
Humans Neural Networks, Computer Software Algorithms Tomography, X-Ray Computed Liver Reproducibility of Results Healthy Volunteers Deep Learning Fourier Analysis Image Processing, Computer-Assisted Magnetic Resonance Imaging
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An expert system design to diagnose cancer by using a new method reduced rule base.

Computer methods and programs in biomedicine Feb 3, 2018
BACKGROUND AND OBJECTIVES: A Medical Expert System (MES) was developed which uses Reduced Rule Base to diagnose cancer risk according to the symptoms in an individual. A total of 13 symptoms were used. With the new MES, the reduced rules are controll...
Humans Reproducibility of Results Risk Factors Uterine Cervical Neoplasms Algorithms Female Lung Neoplasms Early Detection of Cancer Expert Systems Kidney Neoplasms
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Efficient computational model for classification of protein localization images using Extended Threshold Adjacency Statistics and Support Vector Machines.

Computer methods and programs in biomedicine Feb 2, 2018
BACKGROUND AND OBJECTIVE: Discriminative and informative feature extraction is the core requirement for accurate and efficient classification of protein subcellular localization images so that drug development could be more effective. The objective o...
Proteins Microscopy, Fluorescence Subcellular Fractions Computer Simulation Reproducibility of Results Computational Biology Support Vector Machine
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Anytime multipurpose emotion recognition from EEG data using a Liquid State Machine based framework.

Artificial intelligence in medicine Feb 1, 2018
Recent technological advances in machine learning offer the possibility of decoding complex datasets and discern latent patterns. In this study, we adopt Liquid State Machines (LSM) to recognize the emotional state of an individual based on EEG data....
Pattern Recognition, Automated Brain Waves Photic Stimulation Machine Learning Brain Humans Computer Simulation Reproducibility of Results Time Factors Emotions Predictive Value of Tests Electroencephalography Signal Processing, Computer-Assisted
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Machine Learning on a Genome-wide Association Study to Predict Late Genitourinary Toxicity After Prostate Radiation Therapy.

International journal of radiation oncology, biology, physics Jan 31, 2018
PURPOSE: Late genitourinary (GU) toxicity after radiation therapy limits the quality of life of prostate cancer survivors; however, efforts to explain GU toxicity using patient and dose information have remained unsuccessful. We identified patients w...
Urogenital System Predictive Value of Tests Area Under Curve Quality of Life Nocturia Lower Urinary Tract Symptoms Prostatic Neoplasms Genome-Wide Association Study Androgen Antagonists Urinary Retention Polymorphism, Single Nucleotide Brachytherapy Humans Confidence Intervals Regression Analysis Urination Urination Disorders Genotyping Techniques Machine Learning Risk Symptom Assessment Reproducibility of Results Male
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