AIMC Topic: Research Design

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Stakeholders' views on the organisational factors affecting application of artificial intelligence in healthcare: a scoping review protocol.

BMJ open Mar 22, 2021
INTRODUCTION: Artificial intelligence (AI) offers great potential for transforming healthcare delivery leading to better patient-outcomes and more efficient care delivery. However, despite these advantages, integration of AI in healthcare has not kep...
Population Groups Scoping Reviews As Topic Health Facilities Humans Research Design Artificial Intelligence Organizations Delivery of Health Care
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HOPES: An Integrative Digital Phenotyping Platform for Data Collection, Monitoring, and Machine Learning.

Journal of medical Internet research Mar 15, 2021
The collection of data from a personal digital device to characterize current health conditions and behaviors that determine how an individual's health will evolve has been called digital phenotyping. In this paper, we describe the development of and...
Humans Research Design Machine Learning Phenotype Data Collection Mobile Applications Wearable Electronic Devices Schizophrenia Computers, Handheld Smartphone
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FeARH: Federated machine learning with anonymous random hybridization on electronic medical records.

Journal of biomedical informatics Mar 9, 2021
Electrical medical records are restricted and difficult to centralize for machine learning model training due to privacy and regulatory issues. One solution is to train models in a distributed manner that involves many parties in the process. However...
Electronic Health Records Privacy Research Design Machine Learning Algorithms
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A Comprehensive Overview of the COVID-19 Literature: Machine Learning-Based Bibliometric Analysis.

Journal of medical Internet research Mar 8, 2021
BACKGROUND: Shortly after the emergence of COVID-19, researchers rapidly mobilized to study numerous aspects of the disease such as its evolution, clinical manifestations, effects, treatments, and vaccinations. This led to a rapid increase in the num...
Humans Research Design SARS-CoV-2 Machine Learning COVID-19 Bibliometrics
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Deep Matrix Factorization Improves Prediction of Human CircRNA-Disease Associations.

IEEE journal of biomedical and health informatics Mar 5, 2021
In recent years, more and more evidence indicates that circular RNAs (circRNAs) with covalently closed loop play various roles in biological processes. Dysregulation and mutation of circRNAs may be implicated in diseases. Due to its stable structure ...
Humans Research Design RNA, Circular Neural Networks, Computer Forecasting
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Better Reporting of Studies on Artificial Intelligence: CONSORT-AI and Beyond.

Journal of dental research Mar 3, 2021
An increasing number of studies on artificial intelligence (AI) are published in the dental and oral sciences. The reporting, but also further aspects of these studies, suffer from a range of limitations. Standards towards reporting, like the recentl...
Research Design Artificial Intelligence
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Preferences for Artificial Intelligence Clinicians Before and During the COVID-19 Pandemic: Discrete Choice Experiment and Propensity Score Matching Study.

Journal of medical Internet research Mar 2, 2021
BACKGROUND: Artificial intelligence (AI) methods can potentially be used to relieve the pressure that the COVID-19 pandemic has exerted on public health. In cases of medical resource shortages caused by the pandemic, changes in people's preferences f...
Propensity Score Adult Male Artificial Intelligence Humans Female COVID-19 Pandemics SARS-CoV-2 Research Design
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Discovery, Learning, and Experimentation With Artificial Intelligence-Based Tools at the Point of Care-Perils and Opportunity.

JAMA network open Mar 1, 2021
Point-of-Care Systems Humans Artificial Intelligence Machine Learning Research Design
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Examining the Utility of the DESCARTE Model for Case Study Research.

Research in gerontological nursing Mar 1, 2021
The DESCARTE model aims to guide health care researchers on the design, conduct, and reporting of case studies. The current article critically appraises the utility of the model and provides an example of its application to a multiple case study that...
Social Interaction Humans Research Design Robotics Research Personnel
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A study on CNN image classification of EEG signals represented in 2D and 3D.

Journal of neural engineering Feb 25, 2021
The novelty of this study consists of the exploration of multiple new approaches of data pre-processing of brainwave signals, wherein statistical features are extracted and then formatted as visual images based on the order in which dimensionality re...
Emotions Algorithms Neural Networks, Computer Electroencephalography Research Design
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