AIMC Topic: Monitoring, Physiologic

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Applying machine learning to continuously monitored physiological data.

Journal of clinical monitoring and computing Nov 11, 2018
The use of machine learning (ML) in healthcare has enormous potential for improving disease detection, clinical decision support, and workflow efficiencies. In this commentary, we review published and potential applications for the use of ML for moni...
Respiration, Artificial Sepsis Decision Support Systems, Clinical Monitoring, Physiologic Databases, Factual Humans Intensive Care Units Machine Learning Electronic Health Records Software Adult Randomized Controlled Trials as Topic Algorithms Critical Care Delirium Expert Systems Arrhythmias, Cardiac Wavelet Analysis Atrial Fibrillation Clinical Alarms
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Machine learning based framework to predict cardiac arrests in a paediatric intensive care unit : Prediction of cardiac arrests.

Journal of clinical monitoring and computing Sep 27, 2018
A cardiac arrest is a life-threatening event, often fatal. Whilst clinicians classify some of the cardiac arrests as potentially predictable, the majority are difficult to identify even in a post-incident analysis. Changes in some patients' physiolog...
Blood Pressure Oxygen Signal Processing, Computer-Assisted Heart Rate Critical Care Systole Respiratory Rate Heart Arrest Child, Preschool Child Intensive Care Units, Pediatric Monitoring, Physiologic Infant, Newborn Humans Reproducibility of Results Machine Learning Sensitivity and Specificity Software Infant Critical Illness
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Estrous detection by continuous measurements of vaginal temperature and conductivity with supervised machine learning in cattle.

Theriogenology Sep 27, 2018
This study aimed to evaluate the effectiveness of estrous detection technique based on continuous measurements of vaginal temperature (VT) and conductivity (VC) with supervised machine learning in cattle. The VT and VC of 17 cows in tie-stalls were m...
Animals Cattle Female Supervised Machine Learning Longitudinal Studies Reproducibility of Results Body Temperature Monitoring, Physiologic Sexual Behavior, Animal Estrus
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Digital diabetes: Perspectives for diabetes prevention, management and research.

Diabetes & metabolism Sep 19, 2018
Digital medicine, digital research and artificial intelligence (AI) have the power to transform the field of diabetes with continuous and no-burden remote monitoring of patients' symptoms, physiological data, behaviours, and social and environmental ...
Diabetes Mellitus Monitoring, Physiologic Data Interpretation, Statistical Internet Humans Artificial Intelligence Biomedical Research Big Data Telemedicine Inventions
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A Wearable Multi-Modal Bio-Sensing System Towards Real-World Applications.

IEEE transactions on bio-medical engineering Sep 4, 2018
Multi-modal bio-sensing has recently been used as effective research tools in affective computing, autism, clinical disorders, and virtual reality among other areas. However, none of the existing bio-sensing systems support multi-modality in a wearab...
Algorithms Wearable Electronic Devices Photoplethysmography Electrocardiography Humans Machine Learning Evoked Potentials, Visual Video Games Head Movements Monitoring, Physiologic Electroencephalography Equipment Design Brain-Computer Interfaces
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A Time-Distributed Spatiotemporal Feature Learning Method for Machine Health Monitoring with Multi-Sensor Time Series.

Sensors (Basel, Switzerland) Sep 3, 2018
Data-driven methods with multi-sensor time series data are the most promising approaches for monitoring machine health. Extracting fault-sensitive features from multi-sensor time series is a daunting task for both traditional data-driven methods and ...
Deep Learning Time Factors Monitoring, Physiologic Health Humans
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Sensor, Signal, and Imaging Informatics in 2017.

Yearbook of medical informatics Aug 29, 2018
OBJECTIVE:  To summarize significant contributions to sensor, signal, and imaging informatics literature published in 2017.
Diagnostic Imaging Signal Processing, Computer-Assisted Machine Learning Electrocardiography Monitoring, Physiologic Humans Radiography
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Automatic Classification of Gait Impairments Using a Markerless 2D Video-Based System.

Sensors (Basel, Switzerland) Aug 21, 2018
Systemic disorders affecting an individual can cause gait impairments. Successful acquisition and evaluation of features representing such impairments make it possible to estimate the severity of those disorders, which is important information for mo...
Sensitivity and Specificity Biomechanical Phenomena Male Support Vector Machine Monitoring, Physiologic Gait Video Recording Automation Humans Female Foot Fiducial Markers
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Detection of Talking in Respiratory Signals: A Feasibility Study Using Machine Learning and Wearable Textile-Based Sensors.

Sensors (Basel, Switzerland) Jul 31, 2018
Social isolation and loneliness are major health concerns in young and older people. Traditional approaches to monitor the level of social interaction rely on self-reports. The goal of this study was to investigate if wearable textile-based sensors c...
Canada Adult Humans Respiration Male Monitoring, Physiologic Textiles Machine Learning Speech Feasibility Studies Female Social Isolation Wearable Electronic Devices Young Adult
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Shoulder physiotherapy exercise recognition: machine learning the inertial signals from a smartwatch.

Physiological measurement Jul 23, 2018
OBJECTIVE: Participation in a physical therapy program is considered one of the greatest predictors of successful conservative management of common shoulder disorders. However, adherence to these protocols is often poor and typically worse for unsupe...
Male Middle Aged Humans Support Vector Machine Neural Networks, Computer Monitoring, Physiologic Machine Learning Female Shoulder Young Adult Physical Therapy Modalities Adult Computers, Handheld Signal Processing, Computer-Assisted Patient Compliance Exercise Therapy Healthy Volunteers
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