AIMC Topic: Humans

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Application of Machine Learning to Identify Clustering of Cardiometabolic Risk Factors in U.S. Adults.

Diabetes technology & therapeutics Apr 10, 2019
The aim of this study is to compare some machine learning methods with traditional statistical parametric analyses using logistic regression to investigate the relationship of risk factors for diabetes and cardiovascular (cardiometabolic risk) for U...
Cluster Analysis Lipids Waist Circumference Metabolic Diseases Smoking Risk Assessment Adolescent United States Body Mass Index Humans Machine Learning Algorithms Female Risk Factors Young Adult Aged Adult Aged, 80 and over Alcohol Drinking Male Life Style Cardiovascular Diseases Middle Aged
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A Deep Neural Network-Based Method for Early Detection of Osteoarthritis Using Statistical Data.

International journal of environmental research and public health Apr 10, 2019
A large number of people suffer from certain types of osteoarthritis, such as knee, hip, and spine osteoarthritis. A correct prediction of osteoarthritis is an essential step to effectively diagnose and prevent severe osteoarthritis. Osteoarthritis i...
Osteoarthritis Early Diagnosis Humans Algorithms Middle Aged Deep Learning Area Under Curve
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An Equation Based on Fuzzy Mathematics to Assess the Timing of Haemodialysis Initiation.

Scientific reports Apr 10, 2019
In order to develop an equation that integrates multiple clinical factors including signs and symptoms associated with uraemia to assess the initiation of dialysis, we conducted a retrospective cohort study including 25 haemodialysis centres in Mainl...
Logistic Models Glomerular Filtration Rate Area Under Curve Kidney Failure, Chronic Middle Aged Humans Renal Dialysis Neural Networks, Computer Time Factors ROC Curve Retrospective Studies Female Aged Adult Male
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Construction of medical equipment-based doctor health monitoring system.

Journal of medical systems Apr 10, 2019
The health status of doctors has been overlooked by the society and even the doctors themselves, especially those doctors who work long hours. Their attention is always on patients, so they are more likely to ignore their own health problems. Therefo...
Humans Neural Networks, Computer Physicians Stress, Psychological Wearable Electronic Devices Telemetry Health Status Monitoring, Ambulatory Fatigue Cloud Computing
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Towards real-time respiratory motion prediction based on long short-term memory neural networks.

Physics in medicine and biology Apr 10, 2019
Radiation therapy of thoracic and abdominal tumors requires incorporating the respiratory motion into treatments. To precisely account for the patient's respiratory motions and predict the respiratory signals, a generalized model for predictions of d...
Thoracic Neoplasms Motion Radiotherapy Planning, Computer-Assisted Respiration Abdominal Neoplasms Humans Neural Networks, Computer
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Expert-led and artificial intelligence (AI) system-assisted tutoring course increase confidence of Chinese medical interns on suturing and ligature skills: prospective pilot study.

Journal of educational evaluation for health professions Apr 10, 2019
PURPOSE: Lack of confidence in suturing/ligature skills due to insufficient practices and assessments was common among novice Chinese medical interns. This study aims to improve the skill acquisition of medical interns with new interventional program...
Adult Taiwan Asian People Humans Suture Techniques Male Curriculum Artificial Intelligence Ligation Pilot Projects Education, Medical, Graduate Prospective Studies Internship and Residency Clinical Competence Female
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Main factors influencing recovery in MERS Co-V patients using machine learning.

Journal of infection and public health Apr 10, 2019
BACKGROUND: Middle East Respiratory Syndrome (MERS) is a major infectious disease which has affected the Middle Eastern countries, especially the Kingdom of Saudi Arabia (KSA) since 2012. The high mortality rate associated with this disease has been ...
Young Adult Humans Coronavirus Infections Infant Adult Multivariate Analysis Child, Preschool Machine Learning Severity of Illness Index Male Middle East Respiratory Syndrome Coronavirus Child Saudi Arabia Health Personnel Middle Aged Survival Support Vector Machine Adolescent Female Regression Analysis Bayes Theorem Aged
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Dynamic multi-outcome prediction after injury: Applying adaptive machine learning for precision medicine in trauma.

PloS one Apr 10, 2019
OBJECTIVE: Machine learning techniques have demonstrated superior discrimination compared to conventional statistical approaches in predicting trauma death. The objective of this study is to evaluate whether machine learning algorithms can be used to...
Female Adult Male Middle Aged Risk Assessment Multiple Organ Failure Decision Support Techniques Models, Biological Prospective Studies Venous Thromboembolism Prognosis Time Factors Wounds and Injuries Humans Clinical Decision-Making ROC Curve Machine Learning Blood Transfusion Respiratory Distress Syndrome
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TSE-CNN: A Two-Stage End-to-End CNN for Human Activity Recognition.

IEEE journal of biomedical and health informatics Apr 9, 2019
Human activity recognition has been widely used in healthcare applications such as elderly monitoring, exercise supervision, and rehabilitation monitoring. Compared with other approaches, sensor-based wearable human activity recognition is less affec...
Pattern Recognition, Automated Accelerometry Movement Human Activities Humans Neural Networks, Computer Female Young Adult Adult Male Middle Aged Wearable Electronic Devices Monitoring, Ambulatory
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SLMF: Predicting Synthetic Lethality in Human Cancers via Logistic Matrix Factorization.

IEEE/ACM transactions on computational biology and bioinformatics Apr 9, 2019
Synthetic lethality (SL) is a promising concept for novel discovery of anti-cancer drug targets. However, wet-lab experiments for detecting SLs are faced with various challenges, such as high cost, low consistency across platforms, or cell lines. The...
Humans Machine Learning Algorithms Neoplasms Antineoplastic Agents Protein Interaction Maps Computational Biology Gene Ontology Synthetic Lethal Mutations
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