AIMC Topic: Machine Learning

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Development of machine learning and natural language processing algorithms for preoperative prediction and automated identification of intraoperative vascular injury in anterior lumbar spine surgery.

The spine journal : official journal of the North American Spine Society Apr 12, 2020
BACKGROUND: Intraoperative vascular injury (VI) may be an unavoidable complication of anterior lumbar spine surgery; however, vascular injury has implications for quality and safety reporting as this intraoperative complication may result in serious ...
Neurosurgical Procedures Vascular System Injuries Adult Humans Male Natural Language Processing Machine Learning Algorithms
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An Integrated Approach of Machine Learning and Systems Thinking for Waiting Time Prediction in an Emergency Department.

International journal of medical informatics Apr 12, 2020
OBJECTIVE: The objective of this study is to apply machine learning algorithms for real-time and personalized waiting time prediction in emergency departments. We also aim to introduce the concept of systems thinking to enhance the performance of the...
Female Male Middle Aged Neural Networks, Computer Emergency Service, Hospital Machine Learning Algorithms Length of Stay Support Vector Machine Humans
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Machine learning modelling of neuropsychological performance could determine vocational training outcome after a brain injury: Case report.

Annals of physical and rehabilitation medicine Apr 11, 2020
Humans Machine Learning Brain Injuries Neuropsychological Tests Rehabilitation, Vocational Vocational Education
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Enabling pregnant women and their physicians to make informed medication decisions using artificial intelligence.

Journal of pharmacokinetics and pharmacodynamics Apr 11, 2020
The role of artificial intelligence (AI) in healthcare for pregnant women. To assess the role of AI in women's health, discover gaps, and discuss the future of AI in maternal health. A systematic review of English articles using EMBASE, PubMed, and S...
Pregnancy Complications Decision Making, Shared Perinatal Care Maternal-Fetal Exchange Preconception Care Maternal Health Drug-Related Side Effects and Adverse Reactions Pharmacovigilance Animals Prenatal Care Disease Models, Animal Machine Learning Physicians Pregnancy Female Humans
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Roadmap for Developing Complex Virtual Reality Simulation Scenarios: Subpial Neurosurgical Tumor Resection Model.

World neurosurgery Apr 11, 2020
BACKGROUND: Advancement and evolution of current virtual reality (VR) surgical simulation technologies are integral to improve the available armamentarium of surgical skill education. This is especially important in high-risk surgical specialties. Su...
Humans Machine Learning Brain Neoplasms Virtual Reality Neurosurgery Simulation Training
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Predicting Inpatient Medication Orders From Electronic Health Record Data.

Clinical pharmacology and therapeutics Apr 11, 2020
In a general inpatient population, we predicted patient-specific medication orders based on structured information in the electronic health record (EHR). Data on over three million medication orders from an academic medical center were used to train ...
Inpatients Academic Medical Centers Medical Order Entry Systems Male Middle Aged Deep Learning Adolescent Time Factors Logistic Models Aged, 80 and over Young Adult Adult Female Hospitalization Machine Learning Aged Electronic Health Records Humans
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A computer vision approach for classifying isometric grip force exertion levels.

Ergonomics Apr 10, 2020
Exposure to high and/or repetitive force exertions can lead to musculoskeletal injuries. However, measuring worker force exertion levels is challenging, and existing techniques can be intrusive, interfere with human-machine interface, and/or limited ...
Young Adult Male Photoplethysmography Machine Learning Computer Simulation Female Humans Facial Expression Ergonomics Hand Strength Isometric Contraction Physical Exertion Muscle Strength Dynamometer Healthy Volunteers
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Letter to the editor: Response to Giardiello D, Antoniou AC, Mariani L, Easton DF, Steyerberg EW.

Breast cancer research : BCR Apr 10, 2020
Machine Learning Risk
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Disease prediction via Bayesian hyperparameter optimization and ensemble learning.

BMC research notes Apr 10, 2020
OBJECTIVE: Early disease screening and diagnosis are important for improving patient survival. Thus, identifying early predictive features of disease is necessary. This paper presents a comprehensive comparative analysis of different Machine Learning...
Bayes Theorem Models, Biological Biopsy, Fine-Needle Diagnostic Techniques and Procedures Sensitivity and Specificity Breast Neoplasms Cardiovascular Diseases Humans Machine Learning Female
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Artificial intelligence-assisted prediction of preeclampsia: Development and external validation of a nationwide health insurance dataset of the BPJS Kesehatan in Indonesia.

EBioMedicine Apr 10, 2020
BACKGROUND: We developed and validated an artificial intelligence (AI)-assisted prediction of preeclampsia applied to a nationwide health insurance dataset in Indonesia.
Indonesia Pre-Eclampsia Medical History Taking Humans Adult Machine Learning Models, Statistical Pregnancy Blood Pressure Demography Female National Health Programs
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