AIMC Topic: Information Dissemination

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Medical Image Classification Based on Semi-Supervised Generative Adversarial Network and Pseudo-Labelling.

Sensors (Basel, Switzerland) Dec 17, 2022
Deep learning has substantially improved the state-of-the-art in object detection and image classification. Deep learning usually requires large-scale labelled datasets to train the models; however, due to the restrictions in medical data sharing and...
Supervised Machine Learning Information Dissemination Thorax Databases, Factual
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Compressed gastric image generation based on soft-label dataset distillation for medical data sharing.

Computer methods and programs in biomedicine Oct 22, 2022
BACKGROUND AND OBJECTIVE:   Sharing of medical data is required to enable the cross-agency flow of healthcare information and construct high-accuracy computer-aided diagnosis systems. However, the large sizes of medical datasets, the massive amount o...
Privacy Information Dissemination Humans Distillation Neural Networks, Computer Delivery of Health Care
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Generalized genomic data sharing for differentially private federated learning.

Journal of biomedical informatics Jun 9, 2022
The success behind Machine Learning (ML) methods has largely been attributed to the quality and quantity of the available data which can spread across multiple owners. A Federated Learning (FL) from distributed datasets often provides a reliable solu...
Genomics Privacy Information Dissemination Machine Learning Algorithms
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Investigating the Impact of Information Sharing in Human Activity Recognition.

Sensors (Basel, Switzerland) Mar 16, 2022
The accuracy of Human Activity Recognition is noticeably affected by the orientation of smartphones during data collection. This study utilized a public domain dataset that was specifically collected to include variations in smartphone positioning. A...
Neural Networks, Computer Support Vector Machine Bayes Theorem Humans Information Dissemination Human Activities
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The spectrum of data sharing policies in neuroimaging data repositories.

Human brain mapping Feb 10, 2022
Sharing data is a scientific imperative that accelerates scientific discoveries, reinforces open science inquiry, and allows for efficient use of public investment and research resources. Considering these benefits, data sharing has been widely promo...
Privacy Information Dissemination Policy United States Neuroimaging Humans Artificial Intelligence
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Genetic data sharing and artificial intelligence in the era of personalized medicine based on a cross-sectional analysis of the Saudi human genome program.

Scientific reports Jan 26, 2022
The success of the Saudi Human Genome Program (SHGP), one of the top ten genomic programs worldwide, is highly dependent on the Saudi population embracing the concept of participating in genetic testing. However, genetic data sharing and artificial i...
Genome, Human Artificial Intelligence Precision Medicine Female Saudi Arabia Adult Adolescent Genetic Testing Humans Middle Aged Information Dissemination Cross-Sectional Studies Health Knowledge, Attitudes, Practice Surveys and Questionnaires Male
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Data-Driven Construction Safety Information Sharing System Based on Linked Data, Ontologies, and Knowledge Graph Technologies.

International journal of environmental research and public health Jan 11, 2022
Accident, injury, and fatality rates remain disproportionately high in the construction industry. Information from past mishaps provides an opportunity to acquire insights, gather lessons learned, and systematically improve safety outcomes. Advances ...
Pattern Recognition, Automated Semantic Web Semantics Biological Ontologies Information Dissemination
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Opportunities for Understanding MS Mechanisms and Progression With MRI Using Large-Scale Data Sharing and Artificial Intelligence.

Neurology Oct 4, 2021
Patients with multiple sclerosis (MS) have heterogeneous clinical presentations, symptoms, and progression over time, making MS difficult to assess and comprehend in vivo. The combination of large-scale data sharing and artificial intelligence create...
Magnetic Resonance Imaging Information Dissemination Humans Multiple Sclerosis Artificial Intelligence Algorithms
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Data Sharing of Imaging in an Evolving Health Care World: Report of the ACR Data Sharing Workgroup, Part 1: Data Ethics of Privacy, Consent, and Anonymization.

Journal of the American College of Radiology : JACR Oct 2, 2021
Radiology is at the forefront of the artificial intelligence transformation of health care across multiple areas, from patient selection to study acquisition to image interpretation. Needing large data sets to develop and train these algorithms, deve...
Artificial Intelligence Delivery of Health Care Humans Information Dissemination Informed Consent Privacy
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Patient Perceptions on Data Sharing and Applying Artificial Intelligence to Health Care Data: Cross-sectional Survey.

Journal of medical Internet research Aug 26, 2021
BACKGROUND: Considerable research is being conducted as to how artificial intelligence (AI) can be effectively applied to health care. However, for the successful implementation of AI, large amounts of health data are required for training and testin...
Information Dissemination State Medicine Perception Delivery of Health Care Cross-Sectional Studies Humans Artificial Intelligence
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