AIMC Topic: COVID-19

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COVID-19 mortality prediction in the intensive care unit with deep learning based on longitudinal chest X-rays and clinical data.

European radiology Feb 19, 2022
OBJECTIVES: We aimed to develop deep learning models using longitudinal chest X-rays (CXRs) and clinical data to predict in-hospital mortality of COVID-19 patients in the intensive care unit (ICU).
X-Rays Humans Deep Learning Radiography COVID-19 Intensive Care Units
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Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study.

BMJ (Clinical research ed.) Feb 17, 2022
OBJECTIVE: To create and validate a simple and transferable machine learning model from electronic health record data to accurately predict clinical deterioration in patients with covid-19 across institutions, through use of a novel paradigm for mode...
Risk Assessment Hospitals Adolescent ROC Curve Adult Male Middle Aged Clinical Deterioration Clinical Decision Rules Predictive Value of Tests Area Under Curve Linear Models Electronic Health Records Female SARS-CoV-2 Aged, 80 and over Young Adult Hospitalization Aged COVID-19 Prognosis Retrospective Studies Humans Machine Learning
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The application research of AI image recognition and processing technology in the early diagnosis of the COVID-19.

BMC medical imaging Feb 17, 2022
BACKGROUND: This study intends to establish a combined prediction model that integrates the clinical symptoms,the lung lesion volume, and the radiomics features of patients with COVID-19, resulting in a new model to predict the severity of COVID-19.
Humans Artificial Intelligence Middle Aged Early Diagnosis Aged COVID-19 Adult Male Retrospective Studies Female
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Deep learning approach based on superpixel segmentation assisted labeling for automatic pressure ulcer diagnosis.

PloS one Feb 17, 2022
A pressure ulcer is an injury of the skin and underlying tissues adjacent to a bony eminence. Patients who suffer from this disease may have difficulty accessing medical care. Recently, the COVID-19 pandemic has exacerbated this situation. Automatic ...
Taiwan Pressure Ulcer Algorithms SARS-CoV-2 Deep Learning Image Processing, Computer-Assisted Humans Neural Networks, Computer COVID-19
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A machine learning model for predicting deterioration of COVID-19 inpatients.

Scientific reports Feb 16, 2022
The COVID-19 pandemic has been spreading worldwide since December 2019, presenting an urgent threat to global health. Due to the limited understanding of disease progression and of the risk factors for the disease, it is a clinical challenge to predi...
Models, Statistical Humans Clinical Deterioration COVID-19 Retrospective Studies Machine Learning Software
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A proficient approach to forecast COVID-19 spread via optimized dynamic machine learning models.

Scientific reports Feb 14, 2022
This study aims to develop an assumption-free data-driven model to accurately forecast COVID-19 spread. Towards this end, we firstly employed Bayesian optimization to tune the Gaussian process regression (GPR) hyperparameters to develop an efficient ...
Neural Networks, Computer Machine Learning Pandemics COVID-19 SARS-CoV-2 Humans Brazil India Bayes Theorem Algorithms Forecasting Reproducibility of Results
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Internet of Things with Deep Learning-Based Face Recognition Approach for Authentication in Control Medical Systems.

Computational and mathematical methods in medicine Feb 12, 2022
Internet of Things (IoT) with deep learning (DL) is drastically growing and plays a significant role in many applications, including medical and healthcare systems. It can help users in this field get an advantage in terms of enhanced touchless authe...
Humans Internet of Things COVID-19 Algorithms SARS-CoV-2 Pattern Recognition, Automated Databases, Factual Deep Learning Computer Security Support Vector Machine Computer Simulation Equipment Design Automated Facial Recognition
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Efficient SARS-CoV-2 Quantitative Reverse Transcriptase PCR Saliva Diagnostic Strategy utilizing Open-Source Pipetting Robots.

Journal of visualized experiments : JoVE Feb 11, 2022
The emergence of the recent SARS-CoV-2 global health crisis introduced key challenges for epidemiological research and clinical testing. Characterized by a high rate of transmission and low mortality, the COVID-19 pandemic necessitated accurate and e...
Sensitivity and Specificity Reverse Transcriptase Polymerase Chain Reaction Robotics Specimen Handling Nasopharynx RNA, Viral Saliva Pandemics COVID-19 SARS-CoV-2 Humans COVID-19 Nucleic Acid Testing
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An Efficient Deep Learning Model to Detect COVID-19 Using Chest X-ray Images.

International journal of environmental research and public health Feb 11, 2022
The tragic pandemic of COVID-19, due to the Severe Acute Respiratory Syndrome coronavirus-2 or SARS-CoV-2, has shaken the entire world, and has significantly disrupted healthcare systems in many countries. Because of the existing challenges and contr...
COVID-19 Testing COVID-19 X-Rays Humans Algorithms SARS-CoV-2 Neural Networks, Computer Deep Learning
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Analyzing the Effect of Vaccination Over COVID Cases and Deaths in Asian Countries Using Machine Learning Models.

Frontiers in cellular and infection microbiology Feb 8, 2022
Coronavirus Disease 2019 (COVID-19) is spreading across the world, and vaccinations are running parallel. Coronavirus has mutated into a triple-mutated virus, rendering it deadlier than before. It spreads quickly from person to person by contact and ...
SARS-CoV-2 COVID-19 Vaccines Vaccination Humans Machine Learning COVID-19
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