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Dynamic Clinical Data Mining: Search Engine-Based Decision Support

The research world is undergoing a transformation into one in which data, on massive levels, is freely shared. In the clinical world, the capture of data on a consistent basis has only recently begun. We propose an operational vision for a digitally based care system that incorporates data-based cli...

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Detalles Bibliográficos
Autores principales: Celi, Leo Anthony, Zimolzak, Andrew J, Stone, David J
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Gunther Eysenbach 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4288074/
https://www.ncbi.nlm.nih.gov/pubmed/25600664
http://dx.doi.org/10.2196/medinform.3110
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author Celi, Leo Anthony
Zimolzak, Andrew J
Stone, David J
author_facet Celi, Leo Anthony
Zimolzak, Andrew J
Stone, David J
author_sort Celi, Leo Anthony
collection PubMed
description The research world is undergoing a transformation into one in which data, on massive levels, is freely shared. In the clinical world, the capture of data on a consistent basis has only recently begun. We propose an operational vision for a digitally based care system that incorporates data-based clinical decision making. The system would aggregate individual patient electronic medical data in the course of care; query a universal, de-identified clinical database using modified search engine technology in real time; identify prior cases of sufficient similarity as to be instructive to the case at hand; and populate the individual patient's electronic medical record with pertinent decision support material such as suggested interventions and prognosis, based on prior outcomes. Every individual's course, including subsequent outcomes, would then further populate the population database to create a feedback loop to benefit the care of future patients.
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spelling pubmed-42880742015-01-15 Dynamic Clinical Data Mining: Search Engine-Based Decision Support Celi, Leo Anthony Zimolzak, Andrew J Stone, David J JMIR Med Inform Viewpoint The research world is undergoing a transformation into one in which data, on massive levels, is freely shared. In the clinical world, the capture of data on a consistent basis has only recently begun. We propose an operational vision for a digitally based care system that incorporates data-based clinical decision making. The system would aggregate individual patient electronic medical data in the course of care; query a universal, de-identified clinical database using modified search engine technology in real time; identify prior cases of sufficient similarity as to be instructive to the case at hand; and populate the individual patient's electronic medical record with pertinent decision support material such as suggested interventions and prognosis, based on prior outcomes. Every individual's course, including subsequent outcomes, would then further populate the population database to create a feedback loop to benefit the care of future patients. Gunther Eysenbach 2014-06-23 /pmc/articles/PMC4288074/ /pubmed/25600664 http://dx.doi.org/10.2196/medinform.3110 Text en ©Leo Anthony Celi, Andrew J Zimolzak, David J Stone. Originally published in JMIR Medical Informatics (http://medinform.jmir.org), 23.06.2014. http://creativecommons.org/licenses/by/2.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Medical Informatics, is properly cited. The complete bibliographic information, a link to the original publication on http://medinform.jmir.org/, as well as this copyright and license information must be included.
spellingShingle Viewpoint
Celi, Leo Anthony
Zimolzak, Andrew J
Stone, David J
Dynamic Clinical Data Mining: Search Engine-Based Decision Support
title Dynamic Clinical Data Mining: Search Engine-Based Decision Support
title_full Dynamic Clinical Data Mining: Search Engine-Based Decision Support
title_fullStr Dynamic Clinical Data Mining: Search Engine-Based Decision Support
title_full_unstemmed Dynamic Clinical Data Mining: Search Engine-Based Decision Support
title_short Dynamic Clinical Data Mining: Search Engine-Based Decision Support
title_sort dynamic clinical data mining: search engine-based decision support
topic Viewpoint
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4288074/
https://www.ncbi.nlm.nih.gov/pubmed/25600664
http://dx.doi.org/10.2196/medinform.3110
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