AIMC Topic: Decision Support Techniques

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Machine learning and deep analytics for biocomputing: call for better explainability.

Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing Jan 1, 2018
The goals of this workshop are to discuss challenges in explainability of current Machine Leaning and Deep Analytics (MLDA) used in biocomputing and to start the discussion on ways to improve it. We define explainability in MLDA as easy to use inform...
Humans Decision Support Techniques Gene Expression Profiling Single-Cell Analysis Computational Biology Cluster Analysis Neural Networks, Computer Artificial Intelligence Machine Learning Algorithms
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Calibration drift in regression and machine learning models for acute kidney injury.

Journal of the American Medical Informatics Association : JAMIA Nov 1, 2017
OBJECTIVE: Predictive analytics create opportunities to incorporate personalized risk estimates into clinical decision support. Models must be well calibrated to support decision-making, yet calibration deteriorates over time. This study explored the...
Humans Machine Learning Decision Support Techniques Male Middle Aged Logistic Models United States Bayes Theorem Acute Kidney Injury Clinical Decision-Making Female Aged Hospitals, Veterans
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Neural networks as a tool to predict syncope risk in the Emergency Department.

Europace : European pacing, arrhythmias, and cardiac electrophysiology : journal of the working groups on cardiac pacing, arrhythmias, and cardiac cellular electrophysiology of the European Society of Cardiology Nov 1, 2017
AIMS: There is no universally accepted tool for the risk stratification of syncope patients in the Emergency Department. The aim of this study was to investigate the short-term predictive accuracy of an artificial neural network (ANN) in stratifying ...
Emergency Service, Hospital Italy Syncope Cardiology Service, Hospital Electrocardiography Predictive Value of Tests Risk Factors Triage Aged Area Under Curve Aged, 80 and over Adult Male Middle Aged Risk Assessment Time Factors Databases, Factual ROC Curve Humans Prognosis Neural Networks, Computer Clinical Decision-Making Decision Support Techniques Female Reproducibility of Results
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Artificial neural network for prediction of in-hospital mortality after open repair of ruptured abdominal aortic aneurysm.

The Journal of cardiovascular surgery Oct 1, 2017
Vascular Surgical Procedures Aortic Rupture Treatment Outcome Health Status Predictive Value of Tests Aortic Aneurysm, Abdominal Reproducibility of Results Risk Factors Aged Aged, 80 and over Male Middle Aged Risk Assessment Time Factors Hospital Mortality Decision Support Techniques Databases, Factual Retrospective Studies Female Humans Neural Networks, Computer
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Predictive Analytics through Machine Learning in the clinical settings.

Computer methods and programs in biomedicine Jun 1, 2017
Electrophysiological Phenomena Labor Onset Decision Support Techniques Prognosis Pregnancy Female Diagnosis, Computer-Assisted Humans Decision Support Systems, Clinical Machine Learning Lung Neoplasms Computational Biology Image Interpretation, Computer-Assisted
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Computer-Assisted Decision Support for Student Admissions Based on Their Predicted Academic Performance.

American journal of pharmaceutical education Apr 1, 2017
To develop predictive computational models forecasting the academic performance of students in the didactic-rich portion of a doctor of pharmacy (PharmD) curriculum as admission-assisting tools. All PharmD candidates over three admission cycles wer...
Humans Educational Status Achievement Educational Measurement Education, Pharmacy, Graduate Machine Learning Decision Making, Computer-Assisted School Admission Criteria Forecasting Students, Pharmacy Schools, Pharmacy Decision Support Techniques
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Machine-Learning Algorithms Predict Graft Failure After Liver Transplantation.

Transplantation Apr 1, 2017
BACKGROUND: The ability to predict graft failure or primary nonfunction at liver transplant decision time assists utilization of scarce resource of donor livers, while ensuring that patients who are urgently requiring a liver transplant are prioritiz...
Adult Male Middle Aged Risk Assessment Adolescent Time Factors ROC Curve Tissue Donors Humans Treatment Failure Graft Survival Donor Selection Female Victoria Machine Learning Predictive Value of Tests Reproducibility of Results Algorithms Risk Factors Area Under Curve Decision Support Techniques Liver Transplantation Aged Databases, Factual Patient Selection Young Adult
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Effects of Implementing a Tree Model of Diagnosis into a Bayesian Diagnostic Inference System.

Studies in health technology and informatics Jan 1, 2017
To estimate a diagnostic probability similarly to experts using answers to interviews, we developed a system that fundamentally behaves as a Bayesian model. For predefined interviews, we defined the sensitivity and specificity related to one or more ...
Humans Probability Decision Support Techniques Sensitivity and Specificity Bayes Theorem
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Reasoning and Data Representation in a Health and Lifestyle Support System.

Studies in health technology and informatics Jan 1, 2017
Case-based reasoning and data interpretation is an artificial intelligence approach that capitalizes on past experience to solve current problems and this can be used as a method for practical intelligent systems. Case-based data reasoning is able to...
Aging Humans Artificial Intelligence Activities of Daily Living Nutrition Assessment Decision Support Techniques Life Style Decision Support Systems, Clinical Knowledge Cognition
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Using a fuzzy comprehensive evaluation method to determine product usability: A proposed theoretical framework.

Work (Reading, Mass.) Jan 1, 2017
BACKGROUND: In order to compare existing usability data to ideal goals or to that for other products, usability practitioners have tried to develop a framework for deriving an integrated metric. However, most current usability methods with this aim r...
Equipment Design Surveys and Questionnaires Models, Theoretical Fuzzy Logic Evaluation Studies as Topic Humans Decision Support Techniques
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