AIMC Topic: Blockchain

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IoT-based external attacks aware secure healthcare framework using blockchain and SB-RNN-NVS-FU techniques.

Technology and health care : official journal of the European Society for Engineering and Medicine Jan 1, 2024
BACKGROUND: In recent times, there has been widespread deployment of Internet of Things (IoT) applications, particularly in the healthcare sector, where computations involving user-specific data are carried out on cloud servers. However, the network ...
Humans Internet of Things Computer Security Blockchain Algorithms Electronic Health Records Neural Networks, Computer
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Clinical risk prediction models: the canary in the coalmine for artificial intelligence in healthcare?

BMJ health & care informatics Oct 1, 2021
Models, Statistical Blockchain Delivery of Health Care Risk Assessment Humans Artificial Intelligence
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Retinal photograph-based deep learning algorithms for myopia and a blockchain platform to facilitate artificial intelligence medical research: a retrospective multicohort study.

The Lancet. Digital health May 1, 2021
BACKGROUND: By 2050, almost 5 billion people globally are projected to have myopia, of whom 20% are likely to have high myopia with clinically significant risk of sight-threatening complications such as myopic macular degeneration. These are diagnose...
Humans Artificial Intelligence Algorithms Biomedical Research Myopia Deep Learning Retrospective Studies Reproducibility of Results Datasets as Topic Proof of Concept Study Blockchain Area Under Curve Retina Macular Degeneration Cohort Studies ROC Curve
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Data sharing: using blockchain and decentralized data technologies to unlock the potential of artificial intelligence: What can assisted reproduction learn from other areas of medicine?

Fertility and sterility Nov 1, 2020
The extension of blockchain use for nonfinancial domains has revealed opportunities to the health care sector that answer the need for efficient and effective data and information exchanges in a secure and transparent manner. Blockchain is relatively...
Reproductive Techniques, Assisted Blockchain Humans Artificial Intelligence Fertilization in Vitro Information Dissemination Databases, Factual
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EXpectation Propagation LOgistic REgRession on permissioned blockCHAIN (ExplorerChain): decentralized online healthcare/genomics predictive model learning.

Journal of the American Medical Informatics Association : JAMIA May 1, 2020
OBJECTIVE: Predicting patient outcomes using healthcare/genomics data is an increasingly popular/important area. However, some diseases are rare and require data from multiple institutions to construct generalizable models. To address institutional d...
Computer Security Computer Communication Networks Blockchain Decision Support Systems, Management Datasets as Topic Humans Length of Stay Decision Support Systems, Clinical Delivery of Health Care Male Machine Learning Prognosis Algorithms Genomics Female Logistic Models Area Under Curve
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School of Block-Review of Blockchain for the Radiologists.

Academic radiology Jan 1, 2020
Blockchain, the underlying technology for Bitcoin, is a distributed digital ledger technology that enables record verification by many independent parties rather than a centralized authority, therefore making it more difficult to tamper with the data...
Humans Artificial Intelligence Delivery of Health Care Computer Security Radiology Blockchain Radiologists
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Integrating blockchain technology with artificial intelligence for cardiovascular medicine.

Nature reviews. Cardiology Jan 1, 2020
Artificial intelligence (AI) holds promise for cardiovascular medicine but is limited by a lack of large, heterogeneous and granular data sets. Blockchain provides secure interoperability between siloed stakeholders and centralized data sources. We d...
Health Information Management Humans Therapy, Computer-Assisted Cardiovascular Diseases Blockchain Systems Integration Diagnosis, Computer-Assisted Artificial Intelligence Data Mining Decision Support Techniques
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Fair compute loads enabled by blockchain: sharing models by alternating client and server roles.

Journal of the American Medical Informatics Association : JAMIA May 1, 2019
OBJECTIVE: Decentralized privacy-preserving predictive modeling enables multiple institutions to learn a more generalizable model on healthcare or genomic data by sharing the partially trained models instead of patient-level data, while avoiding risk...
Health Information Systems Models, Theoretical Algorithms Blockchain Confidentiality Humans Decision Support Systems, Clinical Machine Learning Genomics Information Dissemination Information Systems Computer Communication Networks
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