Big data analytics in healthcare: promise and potential.
Health Inf Sci Syst. 2014; 2https://doi.org/10.1186/2047-2501-2-3Pramanik P.K. Pal S. Mukhopadhyay M.Healthcare big data: a comprehensive overview. In research anthology on big data analytics, architectures, and applications.
IGI Glob. 2022; : 19-47https://doi.org/10.4018/978-1-6684-3662-2.ch006RBC Capital Markets: navigating the changing face of healthcare episode.
(Available at:) (Accessed November 18, 2022)Danciu I. Cowan J.D. Basford M. et al.Secondary use of clinical data: the Vanderbilt approach.
J Biomed Inform. 2014; 52: 28-35Mohammed-Rajput N. Rajput Z.A. Cusack C.M.Health information systems and applications.
in: Finnell J.T. Dixon B.E. Clinical Informatics study guide. Springer, Cham2016: 219-2328 steps in the data lifecycle: HBS online. Business insights blog.
(Available at:) (Accessed November 14, 2022)Development of a data warehouse at an academic health system: knowing a place for the first time.
Acad Med. 2005; 80: 1019-1025Traits and types of health data repositories.
Health Inf Sci Syst. 2014; 2: 1-8Campion Jr., T.R. Sholle E.T. Pathak J. et al.An architecture for research computing in health to support clinical and translational investigators with electronic patient data.
J Am Med Inform Assoc. 2022; 29: 677-685Johnson K.E. Kamineni A. Fuller S. et al.How the provenance of electronic health record data matters for research: a case example using system mapping.
eGEMS. 2014; 2https://doi.org/10.13063/2327-9214.1058Embedding data provenance into the learning health system to facilitate reproducible research.
Learn Health Syst. 2017; 1: 2Silverstein J.C. Foster I.T.Computer architectures for health care and biomedicine.
in: Shortliffe E.H. Cimino J.J. Biomedical informatics. 4th edition. Springer, London2014: 149-184https://doi.org/10.1007/978—1-4471-4474-8_5Dhudasia M.B. Grundmeier R.W. Mukhopadhyay S.Essentials of data management: an overview.
Pediatr Res. 2021; 18: 1-2Famili A. Shen W.M. Weber R. et al.Data preprocessing and intelligent data analysis.
Intell Data Anal. 1997; 1: 3-23Health care in the age of interoperability: the potential and challenges.
IEEE Pulse. 2018; 9: 34-36Learning to share health care data: a brief timeline of influential common data models and distributed health data networks in US health care research.
eGEMs. 2019; 7: 4Klann J.G. Joss M.A. Embree K. et al.Data model harmonization for the all of us research program: transforming i2b2 data into the OMOP common data model.
PLoS One. 2019; 14: e0212463Healthcare in the age of interoperability: the promise of fast healthcare interoperability resources.
IEEE Pulse. 2018; 9: 24-27Data wrangling in database systems: purging of dirty data.
Data. 2020; 5: 50Celi L.A. Davidzon G. Johnson A.E. et al.Bridging the health data divide.
J Med Internet Res. 2016; 18: e325Evans R.S. Lloyd J.F. Pierce L.A.Clinical use of an enterprise data warehouse.
AMIA Annu Symp Proc. 2012; 2012: 189-198Nargesian F. Zhu E. Miller R.J. et al.Data lake management: challenges and opportunities.
Proc VLDB Endowment. 2019; 12: 1986-1989Data storage explained: data lake vs warehouse vs database. BMC Blogs.
(Available at:) (Accessed November 15, 2022)Kohn M.A. Newman T.B. Hulley S.B.Data management.
in: Hulley S.B. Cummings S.T. Warren S.B. Designing clinical research. 3rd edition. Lippincott Williams & Wilkins, Philadelphia2007: 257-269Sumathi S. Esakkirajan S.Overview of database management system.
in: Fundamentals of relational database management systems. Springer, 2007: 1-30Will NoSQL databases live up to their promise?.
Computer. 2010; 43: 12-14Pavlenko E. Strech D. Langhof H.Implementation of data access and use procedures in clinical data warehouses. a systematic review of literature and publicly available policies.
BMC Med Inform Decis Mak. 2020; 20: 1-3What is data lineage? IBM.
(Available at:) (Accessed November 19, 2022)Data science: trends, perspectives, and prospects.
Res Square. 2021; https://doi.org/10.21203/rs.3.rs-1014621/v2Iavindrasana J. Cohen G. Depeursinge A. et al.Clinical data mining: a review.
Yearb Med Inform. 2009; 18: 121-133Khasnabish S. Burns Z. Couch M. et al.Best practices for data visualization: creating and evaluating a report for an evidence-based fall prevention program.
J Am Med Inform Assoc. 2020; 27: 308-314Data visualization for human perception.
in: The encyclopedia of human-computer interaction. 2nd edition. Interaction Design Foundation, 2014Data-driven healthcare: challenges and opportunities for interactive visualization.
IEEE Comput Graph Appl. 2016; 36: 90-96A visual analytics agenda.
IEEE Comput Graph Appl. 2006; 26: 10-13Adapting data management education to support clinical research projects in an academic medical center.
J Med Libr Assoc. 2019; 107: 89-97Charow R. Jeyakumar T. Younus S. et al.Artificial intelligence education programs for health care professionals: scoping review.
JMIR Med Educ. 2021; 7: e31043
Comments (0)