AIMC Topic: Clinical Laboratory Techniques

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Deus Ex Machina? Predicting SARS-CoV-2 Infection from Lab Tests Using Machine Learning.

Clinical chemistry Nov 1, 2020
Machine Learning Pandemics COVID-19 Humans Reverse Transcriptase Polymerase Chain Reaction Coronavirus Infections COVID-19 Testing Programming Languages Algorithms Electronic Health Records SARS-CoV-2 Clinical Laboratory Techniques Betacoronavirus Pneumonia, Viral Laboratories Probability Blood Cell Count
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Routine Laboratory Blood Tests Predict SARS-CoV-2 Infection Using Machine Learning.

Clinical chemistry Nov 1, 2020
BACKGROUND: Accurate diagnostic strategies to identify SARS-CoV-2 positive individuals rapidly for management of patient care and protection of health care personnel are urgently needed. The predominant diagnostic test is viral RNA detection by RT-PC...
Middle Aged Reverse Transcriptase Polymerase Chain Reaction ROC Curve Young Adult Adult Male Laboratories Hematologic Tests Clinical Laboratory Techniques Humans Pneumonia, Viral Machine Learning Models, Theoretical Female Pandemics COVID-19 Coronavirus Infections Aged Retrospective Studies COVID-19 Testing
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An artificial intelligence approach to COVID-19 infection risk assessment in virtual visits: A case report.

Journal of the American Medical Informatics Association : JAMIA Aug 1, 2020
OBJECTIVE: In an effort to improve the efficiency of computer algorithms applied to screening for coronavirus disease 2019 (COVID-19) testing, we used natural language processing and artificial intelligence-based methods with unstructured patient dat...
Betacoronavirus Pneumonia, Viral Natural Language Processing Coronavirus Infections Telemedicine Clinical Laboratory Techniques South Carolina COVID-19 Testing Organizational Case Studies Risk Assessment Algorithms Deep Learning Electronic Health Records ROC Curve SARS-CoV-2 Humans Pandemics COVID-19 Neural Networks, Computer Artificial Intelligence
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Using a simple open-source automated machine learning algorithm to forecast COVID-19 spread: A modelling study.

Advances in respiratory medicine Jan 1, 2020
INTRODUCTION: Machine learning algorithms have been used to develop prediction models in various infectious and non-infectious settings including interpretation of images in predicting the outcome of diseases. We demonstrate the application of one su...
Machine Learning Pandemics COVID-19 Female SARS-CoV-2 Humans Betacoronavirus Algorithms COVID-19 Testing Male Pneumonia, Viral Forecasting Information Storage and Retrieval Models, Statistical Clinical Laboratory Techniques Coronavirus Infections
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Artificial intelligence can augment global pathology initiatives.

Lancet (London, England) Dec 1, 2018
Telepathology Clinical Laboratory Techniques Artificial Intelligence Global Health Developing Countries Humans
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Image processing and machine learning in the morphological analysis of blood cells.

International journal of laboratory hematology May 1, 2018
INTRODUCTION: This review focuses on how image processing and machine learning can be useful for the morphological characterization and automatic recognition of cell images captured from peripheral blood smears.
Humans Blood Cells Machine Learning Blast Crisis Clinical Laboratory Techniques Image Processing, Computer-Assisted Lymphocytes
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Machine learning in laboratory medicine: waiting for the flood?

Clinical chemistry and laboratory medicine Mar 28, 2018
This review focuses on machine learning and on how methods and models combining data analytics and artificial intelligence have been applied to laboratory medicine so far. Although still in its infancy, the potential for applying machine learning to ...
Machine Learning Clinical Laboratory Techniques Humans
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Implementation of a Clinical Decision Support System for Interpretation of Laboratory Tests for Patients.

Studies in health technology and informatics Jan 1, 2016
The paper presents the results of the development and implementation of an expert system that automatically generates doctors' letters based on the results of laboratory tests. Medical knowledge is expressed using a first order predicate based langua...
Russia Diagnostic Techniques and Procedures Clinical Laboratory Techniques Humans Decision Support Systems, Clinical Expert Systems
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Implementation of a Decision Support System for Interpretation of Laboratory Tests for Patients.

Studies in health technology and informatics Jan 1, 2016
The paper presents the results of the development and implementation of an expert system that automatically generates doctors' letters based on the results of laboratory tests. Medical knowledge is expressed using a first order predictate logic based...
Decision Support Systems, Clinical Translating Natural Language Processing Clinical Laboratory Techniques Informed Consent Documentation Physician-Patient Relations Clinical Laboratory Information Systems Medical Record Linkage
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