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Ethical implications of AI and robotics in healthcare: A review.

Medicine
Integrating Artificial Intelligence (AI) and robotics in healthcare heralds a new era of medical innovation, promising enhanced diagnostics, streamlined processes, and improved patient care. However, this technological revolution is accompanied by in...

VdistCox: Vertically distributed Cox proportional hazards model with hyperparameter optimization.

Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing
Vertically partitioned data is distributed data in which information about a patient is distributed across multiple sites. In this study, we propose a novel algorithm (referred to as VdistCox) for the Cox proportional hazards model (Cox model), which...

Generative Moment Matching Networks for Genotype Simulation.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
The generation of synthetic genomic sequences using neural networks has potential to ameliorate privacy and data sharing concerns and to mitigate potential bias within datasets due to under-representation of some population groups. However, there is ...

Data-Sharing Gateway System Design for Large-Scale Medical Information Collection with Distributed EMR Storage.

Studies in health technology and informatics
The collection and use of large-scale medical information for developing artificial intelligence engines are actively ongoing. In Japan, collection systems have been built to collect data for medical image analysis and disease repositories. In the ex...

ImmuneData: an integrated data discovery system for immunology data repositories.

Database : the journal of biological databases and curation
UNLABELLED: To meet the increasing demand for data sharing, data reuse and meta-analysis in the immunology research community, we have developed the data discovery system ImmuneData. The system provides integrated access to five immunology data repos...

Connecting artificial intelligence and primary care challenges: findings from a multi stakeholder collaborative consultation.

BMJ health & care informatics
UNLABELLED: Despite widespread advancements in and envisioned uses for artificial intelligence (AI), few examples of successfully implemented AI innovations exist in primary care (PC) settings.

Early Detection of Pancreatic Cancer: Applying Artificial Intelligence to Electronic Health Records.

Pancreas
The potential of artificial intelligence (AI) applied to clinical data from electronic health records (EHRs) to improve early detection for pancreatic and other cancers remains underexplored. The Kenner Family Research Fund, in collaboration with the...

Federated learning improves site performance in multicenter deep learning without data sharing.

Journal of the American Medical Informatics Association : JAMIA
OBJECTIVE: To demonstrate enabling multi-institutional training without centralizing or sharing the underlying physical data via federated learning (FL).