AIMC Topic:
Predictive Value of Tests

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A Machine Learning-Based QSAR Model for Benzimidazole Derivatives as Corrosion Inhibitors by Incorporating Comprehensive Feature Selection.

Interdisciplinary sciences, computational life sciences Sep 4, 2019
BACKGROUND: Computational prediction of inhibition efficiency (IE) for inhibitor molecules is a crucial supplementary way to design novel molecules that can efficiently inhibit corrosion onto metallic surfaces.
Chemistry Corrosion Metals Conservation of Natural Resources Imaging, Three-Dimensional Quantitative Structure-Activity Relationship Computational Biology Machine Learning Static Electricity Support Vector Machine Algorithms Benzimidazoles Cluster Analysis Predictive Value of Tests Hydrazines Linear Models
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Prevalence and Predictability of Low-Yield Inpatient Laboratory Diagnostic Tests.

JAMA network open Sep 4, 2019
IMPORTANCE: Laboratory testing is an important target for high-value care initiatives, constituting the highest volume of medical procedures. Prior studies have found that up to half of all inpatient laboratory tests may be medically unnecessary, but...
Retrospective Studies Female Hospitalization Aged Humans Machine Learning ROC Curve Predictive Value of Tests Area Under Curve Glycated Hemoglobin Adult Sensitivity and Specificity Male Middle Aged Leukocyte Count Clinical Laboratory Techniques Hemoglobins Troponin I L-Lactate Dehydrogenase Blood Urea Nitrogen
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Computational pathology definitions, best practices, and recommendations for regulatory guidance: a white paper from the Digital Pathology Association.

The Journal of pathology Sep 3, 2019
In this white paper, experts from the Digital Pathology Association (DPA) define terminology and concepts in the emerging field of computational pathology, with a focus on its application to histology images analyzed together with their associated pa...
Humans Artificial Intelligence Image Interpretation, Computer-Assisted Terminology as Topic Diagnosis, Computer-Assisted Computer Security Pathology Predictive Value of Tests Policy Making Workflow Benchmarking
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Machine learning based prediction of perioperative blood loss in orthognathic surgery.

Journal of cranio-maxillo-facial surgery : official publication of the European Association for Cranio-Maxillo-Facial Surgery Aug 30, 2019
The aim of this study was to evaluate, if and with what accuracy perioperative blood loss can be calculated by a machine learning algorithm prior to orthognathic surgery. The investigators implemented a random forest algorithm to predict perioperativ...
Treatment Outcome Blood Loss, Surgical Predictive Value of Tests Orthognathic Surgical Procedures Humans Machine Learning Orthopedic Procedures Orthognathic Surgery
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Machine learning in predicting graft failure following kidney transplantation: A systematic review of published predictive models.

International journal of medical informatics Aug 24, 2019
INTRODUCTION: Machine learning has been increasingly used to develop predictive models to diagnose different disease conditions. The heterogeneity of the kidney transplant population makes predicting graft outcomes extremely challenging. Several kidn...
Predictive Value of Tests Graft Rejection Bayes Theorem Machine Learning Kidney Transplantation Humans Databases, Factual Neural Networks, Computer Decision Trees
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SVR ensemble-based continuous blood pressure prediction using multi-channel photoplethysmogram.

Computers in biology and medicine Aug 19, 2019
In this paper, a continuous non-occluding blood pressure (BP) prediction method is proposed using multiple photoplethysmogram (PPG) signals. In the new method, BP is predicted by a committee machine or ensemble learning framework comprising multiple ...
Blood Pressure Pulse Wave Analysis Signal Processing, Computer-Assisted Photoplethysmography Blood Pressure Determination Support Vector Machine Predictive Value of Tests Humans
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Influence of Coronary Calcium on Diagnostic Performance of Machine Learning CT-FFR: Results From MACHINE Registry.

JACC. Cardiovascular imaging Aug 14, 2019
OBJECTIVES: This study was conducted to investigate the influence of coronary artery calcium (CAC) score on the diagnostic performance of machine-learning-based coronary computed tomography (CT) angiography (cCTA)-derived fractional flow reserve (CT-...
Humans Machine Learning Female Reproducibility of Results Aged Registries Coronary Artery Disease Europe Vascular Calcification Predictive Value of Tests Asia Coronary Angiography North America Radiographic Image Interpretation, Computer-Assisted Computed Tomography Angiography Male Fractional Flow Reserve, Myocardial Middle Aged Severity of Illness Index Diagnosis, Computer-Assisted
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Predicting Clinical Outcomes of Large Vessel Occlusion Before Mechanical Thrombectomy Using Machine Learning.

Stroke Aug 14, 2019
Background and Purpose- The clinical course of acute ischemic stroke with large vessel occlusion (LVO) is a multifactorial process with various prognostic factors. We aimed to model this process with machine learning and predict the long-term clinica...
Cerebrovascular Disorders Thrombectomy Female Aged Aged, 80 and over Male Middle Aged Cohort Studies Treatment Outcome Predictive Value of Tests Humans Machine Learning Retrospective Studies
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Transfer learning for neural network model in chlorophyll-a dynamics prediction.

Environmental science and pollution research international Aug 13, 2019
Neural network models have been used to predict chlorophyll-a concentration dynamics. However, as model generalization ability decreases, (i) the performance of the models gradually decreases over time; (ii) the accuracy and performance of the models...
Chlorophyll A Eutrophication China Predictive Value of Tests Kinetics Neural Networks, Computer Machine Learning
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Home care aides' observations and machine learning algorithms for the prediction of visits to emergency departments by older community-dwelling individuals receiving home care assistance: A proof of concept study.

PloS one Aug 13, 2019
BACKGROUND: Older individuals receiving home assistance are at high risk for emergency visits and unplanned hospitalization. Anticipating their health difficulties could prevent these events. This study investigated the effectiveness of an at-home mo...
Male Female Home Care Services Emergency Service, Hospital Humans Home Health Aides Surveys and Questionnaires Frail Elderly Machine Learning Predictive Value of Tests Algorithms Prospective Studies Geriatric Assessment Proof of Concept Study Independent Living Hospitalization Aged Aged, 80 and over
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