Quality of Big Data in Healthcare

Sukumar, Sreenivas R.; Ramachandran, Natarajan; Ferrell, Regina Kay

doi:10.1108/IJHCQA-07-2014-0080

Title: Quality of Big Data in Healthcare

Journal Article · Thu Jan 01 00:00:00 EST 2015 · International Journal of Health Care Quality Assurance

DOI:https://doi.org/10.1108/IJHCQA-07-2014-0080· OSTI ID:1193181

Sukumar, Sreenivas R. ^[1]; Ramachandran, Natarajan ^[2]; Ferrell, Regina Kay ^[1]

Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
Tennessee Technological Univ., Cookeville, TN (United States)

The current trend in Big Data Analytics and in particular Health information technology is towards building sophisticated models, methods and tools for business, operational and clinical intelligence, but the critical issue of data quality required for these models is not getting the attention it deserves. The objective of the paper is to highlight the issues of data quality in the context of Big Data Healthcare Analytics.

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Research Organization:: Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)

Sponsoring Organization:: USDOE

Grant/Contract Number:: AC05-00OR22725

OSTI ID:: 1193181

Journal Information:: International Journal of Health Care Quality Assurance, Vol. 28, Issue 6; ISSN 0952-6862

Publisher:: EmeraldCopyright Statement

Country of Publication:: United States

Language:: English

References (12)

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The Challenges of Diagnostic Imaging in the Era of Big Data Aiello, Marco; Cavaliere, Carlo; D’Albore, Antonio Journal of Clinical Medicine, Vol. 8, Issue 3 https://doi.org/10.3390/jcm8030316	journal	March 2019
Multimedia Big Data Analytics: A Survey Pouyanfar, Samira; Yang, Yimin; Chen, Shu-Ching ACM Computing Surveys, Vol. 51, Issue 1 https://doi.org/10.1145/3150226	journal	April 2018
Prioritizing research challenges and funding for allergy and asthma and the need for translational research—The European Strategic Forum on Allergic Diseases Agache, Ioana; Annesi‐Maesano, Isabella; Bonertz, Andreas Allergy, Vol. 74, Issue 11 https://doi.org/10.1111/all.13856	journal	June 2019
Big data in lean six sigma: a review and further research directions Gupta, Shivam; Modgil, Sachin; Gunasekaran, Angappa Taylor & Francis https://doi.org/10.6084/m9.figshare.12110817.v1	text	January 2020
Qualitative subjective assessment of a high‐resolution database in a paediatric intensive care unit—Elaborating the perpetual patient's ID card Brossier, David; Sauthier, Michael; Mathieu, Audrey Journal of Evaluation in Clinical Practice, Vol. 26, Issue 1 https://doi.org/10.1111/jep.13193	journal	May 2019
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A data quality framework, method and tools for managing data quality in a health care setting: an action case study Bai, Lu; Meredith, Rob; Burstein, Frada Journal of Decision Systems, Vol. 27, Issue sup1 https://doi.org/10.1080/12460125.2018.1460161	journal	April 2018
Toward Data-Driven Radiology Education—Early Experience Building Multi-Institutional Academic Trainee Interpretation Log Database (MATILDA) Chen, Po-Hao; Loehfelm, Thomas W.; Kamer, Aaron P. Journal of Digital Imaging, Vol. 29, Issue 6 https://doi.org/10.1007/s10278-016-9872-2	journal	March 2016
Panacea of challenges in real-world application of big data analytics in healthcare sector Shah, Grishma; Shah, Abhishek; Shah, Manan Journal of Data, Information and Management, Vol. 1, Issue 3-4 https://doi.org/10.1007/s42488-019-00010-1	journal	October 2019
Applying STOPP Guidelines in Primary Care Through Electronic Medical Record Decision Support: Randomized Control Trial Highlighting the Importance of Data Quality Price, Morgan; Davies, Iryna; Rusk, Raymond JMIR Medical Informatics, Vol. 5, Issue 2 https://doi.org/10.2196/medinform.6226	journal	January 2017
A Systematic Review on Healthcare Analytics: Application and Theoretical Perspective of Data Mining Islam, Md; Hasan, Md; Wang, Xiaoyi Healthcare, Vol. 6, Issue 2 https://doi.org/10.3390/healthcare6020054	journal	May 2018
Big data in lean six sigma: a review and further research directions Gupta, Shivam; Modgil, Sachin; Gunasekaran, Angappa International Journal of Production Research, Vol. 58, Issue 3 https://doi.org/10.1080/00207543.2019.1598599	journal	April 2019
Prioritizing Research Challenges and Funding for Allergy and Asthma and the Need for Translational Research — The European Strategic Forum on Allergic Diseases Agache, I.; Annesi-Maesano, I.; Bonertz, A. Pediatric pharmacology, Vol. 16, Issue 5 https://doi.org/10.15690/pf.v16i5.2058	journal	January 2020
Big data in lean six sigma: a review and further research directions Gupta, Shivam; Modgil, Sachin; Gunasekaran, Angappa Taylor & Francis https://doi.org/10.6084/m9.figshare.12110817	text	January 2020

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