Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313443405> ?p ?o ?g. }
- W4313443405 abstract "Artificial Intelligence (AI) has become commonplace to solve routine everyday tasks. Because of the exponential growth in medical imaging data volume and complexity, the workload on radiologists is steadily increasing. We project that the gap between the number of imaging exams and the number of expert radiologist readers required to cover this increase will continue to expand, consequently introducing a demand for AI-based tools that improve the efficiency with which radiologists can comfortably interpret these exams. AI has been shown to improve efficiency in medical-image generation, processing, and interpretation, and a variety of such AI models have been developed across research labs worldwide. However, very few of these, if any, find their way into routine clinical use, a discrepancy that reflects the divide between AI research and successful AI translation. To address the barrier to clinical deployment, we have formed MONAI Consortium, an open-source community which is building standards for AI deployment in healthcare institutions, and developing tools and infrastructure to facilitate their implementation. This report represents several years of weekly discussions and hands-on problem solving experience by groups of industry experts and clinicians in the MONAI Consortium. We identify barriers between AI-model development in research labs and subsequent clinical deployment and propose solutions. Our report provides guidance on processes which take an imaging AI model from development to clinical implementation in a healthcare institution. We discuss various AI integration points in a clinical Radiology workflow. We also present a taxonomy of Radiology AI use-cases. Through this report, we intend to educate the stakeholders in healthcare and AI (AI researchers, radiologists, imaging informaticists, and regulators) about cross-disciplinary challenges and possible solutions." @default.
- W4313443405 created "2023-01-06" @default.
- W4313443405 creator A5000506964 @default.
- W4313443405 creator A5004219946 @default.
- W4313443405 creator A5007748020 @default.
- W4313443405 creator A5017161970 @default.
- W4313443405 creator A5023356296 @default.
- W4313443405 creator A5027555204 @default.
- W4313443405 creator A5037251525 @default.
- W4313443405 creator A5038843479 @default.
- W4313443405 creator A5038969629 @default.
- W4313443405 creator A5050635295 @default.
- W4313443405 creator A5051794702 @default.
- W4313443405 creator A5053373110 @default.
- W4313443405 creator A5056850855 @default.
- W4313443405 creator A5061427399 @default.
- W4313443405 creator A5066854516 @default.
- W4313443405 creator A5072656965 @default.
- W4313443405 creator A5077080413 @default.
- W4313443405 creator A5079422276 @default.
- W4313443405 creator A5079669314 @default.
- W4313443405 creator A5081218376 @default.
- W4313443405 creator A5082106258 @default.
- W4313443405 creator A5085750528 @default.
- W4313443405 creator A5088487393 @default.
- W4313443405 creator A5088563075 @default.
- W4313443405 creator A5090413585 @default.
- W4313443405 creator A5090785779 @default.
- W4313443405 date "2022-12-29" @default.
- W4313443405 modified "2023-10-06" @default.
- W4313443405 title "Current State of Community-Driven Radiological AI Deployment in Medical Imaging" @default.
- W4313443405 doi "https://doi.org/10.48550/arxiv.2212.14177" @default.
- W4313443405 hasPublicationYear "2022" @default.
- W4313443405 type Work @default.
- W4313443405 citedByCount "0" @default.
- W4313443405 crossrefType "posted-content" @default.
- W4313443405 hasAuthorship W4313443405A5000506964 @default.
- W4313443405 hasAuthorship W4313443405A5004219946 @default.
- W4313443405 hasAuthorship W4313443405A5007748020 @default.
- W4313443405 hasAuthorship W4313443405A5017161970 @default.
- W4313443405 hasAuthorship W4313443405A5023356296 @default.
- W4313443405 hasAuthorship W4313443405A5027555204 @default.
- W4313443405 hasAuthorship W4313443405A5037251525 @default.
- W4313443405 hasAuthorship W4313443405A5038843479 @default.
- W4313443405 hasAuthorship W4313443405A5038969629 @default.
- W4313443405 hasAuthorship W4313443405A5050635295 @default.
- W4313443405 hasAuthorship W4313443405A5051794702 @default.
- W4313443405 hasAuthorship W4313443405A5053373110 @default.
- W4313443405 hasAuthorship W4313443405A5056850855 @default.
- W4313443405 hasAuthorship W4313443405A5061427399 @default.
- W4313443405 hasAuthorship W4313443405A5066854516 @default.
- W4313443405 hasAuthorship W4313443405A5072656965 @default.
- W4313443405 hasAuthorship W4313443405A5077080413 @default.
- W4313443405 hasAuthorship W4313443405A5079422276 @default.
- W4313443405 hasAuthorship W4313443405A5079669314 @default.
- W4313443405 hasAuthorship W4313443405A5081218376 @default.
- W4313443405 hasAuthorship W4313443405A5082106258 @default.
- W4313443405 hasAuthorship W4313443405A5085750528 @default.
- W4313443405 hasAuthorship W4313443405A5088487393 @default.
- W4313443405 hasAuthorship W4313443405A5088563075 @default.
- W4313443405 hasAuthorship W4313443405A5090413585 @default.
- W4313443405 hasAuthorship W4313443405A5090785779 @default.
- W4313443405 hasBestOaLocation W43134434051 @default.
- W4313443405 hasConcept C105339364 @default.
- W4313443405 hasConcept C111919701 @default.
- W4313443405 hasConcept C115903868 @default.
- W4313443405 hasConcept C136197465 @default.
- W4313443405 hasConcept C154945302 @default.
- W4313443405 hasConcept C157170001 @default.
- W4313443405 hasConcept C160735492 @default.
- W4313443405 hasConcept C162324750 @default.
- W4313443405 hasConcept C177212765 @default.
- W4313443405 hasConcept C2522767166 @default.
- W4313443405 hasConcept C2778476105 @default.
- W4313443405 hasConcept C31601959 @default.
- W4313443405 hasConcept C41008148 @default.
- W4313443405 hasConcept C50522688 @default.
- W4313443405 hasConcept C77088390 @default.
- W4313443405 hasConceptScore W4313443405C105339364 @default.
- W4313443405 hasConceptScore W4313443405C111919701 @default.
- W4313443405 hasConceptScore W4313443405C115903868 @default.
- W4313443405 hasConceptScore W4313443405C136197465 @default.
- W4313443405 hasConceptScore W4313443405C154945302 @default.
- W4313443405 hasConceptScore W4313443405C157170001 @default.
- W4313443405 hasConceptScore W4313443405C160735492 @default.
- W4313443405 hasConceptScore W4313443405C162324750 @default.
- W4313443405 hasConceptScore W4313443405C177212765 @default.
- W4313443405 hasConceptScore W4313443405C2522767166 @default.
- W4313443405 hasConceptScore W4313443405C2778476105 @default.
- W4313443405 hasConceptScore W4313443405C31601959 @default.
- W4313443405 hasConceptScore W4313443405C41008148 @default.
- W4313443405 hasConceptScore W4313443405C50522688 @default.
- W4313443405 hasConceptScore W4313443405C77088390 @default.
- W4313443405 hasLocation W43134434051 @default.
- W4313443405 hasOpenAccess W4313443405 @default.
- W4313443405 hasPrimaryLocation W43134434051 @default.
- W4313443405 hasRelatedWork W2059659256 @default.
- W4313443405 hasRelatedWork W2098718687 @default.
- W4313443405 hasRelatedWork W2471637992 @default.
- W4313443405 hasRelatedWork W2762680923 @default.