Big Data as a Driver for Clinical Decision Support Systems: A Learning Health Systems Perspective

Big data technologies are nowadays providing health care with powerful instruments to gather and analyze large volumes of heterogeneous data collected for different purposes, including clinical care, administration, and research. This makes possible to design IT infrastructures that favor the implem...

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Main Authors: Arianna Dagliati, Valentina Tibollo, Lucia Sacchi, Alberto Malovini, Ivan Limongelli, Matteo Gabetta, Carlo Napolitano, Andrea Mazzanti, Pasquale De Cata, Luca Chiovato, Silvia Priori, Riccardo Bellazzi
Format: Article
Language:English
Published: Frontiers Media S.A. 2018-05-01
Series:Frontiers in Digital Humanities
Subjects:
Online Access:http://journal.frontiersin.org/article/10.3389/fdigh.2018.00008/full
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spelling doaj-3008fbb487734fedba5487d1c2dc84cc2020-11-24T21:05:58ZengFrontiers Media S.A.Frontiers in Digital Humanities2297-26682018-05-01510.3389/fdigh.2018.00008357798Big Data as a Driver for Clinical Decision Support Systems: A Learning Health Systems PerspectiveArianna Dagliati0Arianna Dagliati1Valentina Tibollo2Lucia Sacchi3Alberto Malovini4Ivan Limongelli5Matteo Gabetta6Carlo Napolitano7Andrea Mazzanti8Pasquale De Cata9Luca Chiovato10Silvia Priori11Riccardo Bellazzi12Riccardo Bellazzi13Laboratorio Informatica Sistemistica Ricerca Clinica, Istituti Clinici Scientifici Maugeri, Pavia, ItalyDivision of Informatics, Imaging & Data Sciences, Manchester Molecular Pathology Innovation Centre, University of Manchester, Manchester, United KingdomLaboratorio Informatica Sistemistica Ricerca Clinica, Istituti Clinici Scientifici Maugeri, Pavia, ItalyDipartimento di Ingegneria Industriale e dell'Informazione, Università degli Studi di Pavia, Pavia, ItalyLaboratorio Informatica Sistemistica Ricerca Clinica, Istituti Clinici Scientifici Maugeri, Pavia, ItalyEngenome s.r.l., Pavia, ItalyBiomeris s.r.l., Pavia, ItalyMolecular Cardiology, Istituti Clinici Scientifici Maugeri, Pavia, ItalyMolecular Cardiology, Istituti Clinici Scientifici Maugeri, Pavia, ItalyUO di Medicina Interna e Endocrinologia, Istituti Clinici Scientifici Maugeri, Pavia, ItalyUO di Medicina Interna e Endocrinologia, Istituti Clinici Scientifici Maugeri, Pavia, ItalyMolecular Cardiology, Istituti Clinici Scientifici Maugeri, Pavia, ItalyLaboratorio Informatica Sistemistica Ricerca Clinica, Istituti Clinici Scientifici Maugeri, Pavia, ItalyDipartimento di Ingegneria Industriale e dell'Informazione, Università degli Studi di Pavia, Pavia, ItalyBig data technologies are nowadays providing health care with powerful instruments to gather and analyze large volumes of heterogeneous data collected for different purposes, including clinical care, administration, and research. This makes possible to design IT infrastructures that favor the implementation of the so-called “Learning Healthcare System Cycle,” where healthcare practice and research are part of a unique and synergic process. In this paper we highlight how “Big Data enabled” integrated data collections may support clinical decision-making together with biomedical research. Two effective implementations are reported, concerning decision support in Diabetes and in Inherited Arrhythmogenic Diseases.http://journal.frontiersin.org/article/10.3389/fdigh.2018.00008/fullbig datalearning health care cycledata warehousesdata integrationdata analytics
collection DOAJ
language English
format Article
sources DOAJ
author Arianna Dagliati
Arianna Dagliati
Valentina Tibollo
Lucia Sacchi
Alberto Malovini
Ivan Limongelli
Matteo Gabetta
Carlo Napolitano
Andrea Mazzanti
Pasquale De Cata
Luca Chiovato
Silvia Priori
Riccardo Bellazzi
Riccardo Bellazzi
spellingShingle Arianna Dagliati
Arianna Dagliati
Valentina Tibollo
Lucia Sacchi
Alberto Malovini
Ivan Limongelli
Matteo Gabetta
Carlo Napolitano
Andrea Mazzanti
Pasquale De Cata
Luca Chiovato
Silvia Priori
Riccardo Bellazzi
Riccardo Bellazzi
Big Data as a Driver for Clinical Decision Support Systems: A Learning Health Systems Perspective
Frontiers in Digital Humanities
big data
learning health care cycle
data warehouses
data integration
data analytics
author_facet Arianna Dagliati
Arianna Dagliati
Valentina Tibollo
Lucia Sacchi
Alberto Malovini
Ivan Limongelli
Matteo Gabetta
Carlo Napolitano
Andrea Mazzanti
Pasquale De Cata
Luca Chiovato
Silvia Priori
Riccardo Bellazzi
Riccardo Bellazzi
author_sort Arianna Dagliati
title Big Data as a Driver for Clinical Decision Support Systems: A Learning Health Systems Perspective
title_short Big Data as a Driver for Clinical Decision Support Systems: A Learning Health Systems Perspective
title_full Big Data as a Driver for Clinical Decision Support Systems: A Learning Health Systems Perspective
title_fullStr Big Data as a Driver for Clinical Decision Support Systems: A Learning Health Systems Perspective
title_full_unstemmed Big Data as a Driver for Clinical Decision Support Systems: A Learning Health Systems Perspective
title_sort big data as a driver for clinical decision support systems: a learning health systems perspective
publisher Frontiers Media S.A.
series Frontiers in Digital Humanities
issn 2297-2668
publishDate 2018-05-01
description Big data technologies are nowadays providing health care with powerful instruments to gather and analyze large volumes of heterogeneous data collected for different purposes, including clinical care, administration, and research. This makes possible to design IT infrastructures that favor the implementation of the so-called “Learning Healthcare System Cycle,” where healthcare practice and research are part of a unique and synergic process. In this paper we highlight how “Big Data enabled” integrated data collections may support clinical decision-making together with biomedical research. Two effective implementations are reported, concerning decision support in Diabetes and in Inherited Arrhythmogenic Diseases.
topic big data
learning health care cycle
data warehouses
data integration
data analytics
url http://journal.frontiersin.org/article/10.3389/fdigh.2018.00008/full
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