Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Thesis . 2021
License: CC BY
Data sources: Datacite
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Doctoral thesis . 2021
License: CC BY
Data sources: ZENODO
ZENODO
Thesis . 2021
License: CC BY
Data sources: Datacite
versions View all 2 versions
addClaim

Validating the Weiskopf 3x3 Data Quality Assessment Framework

Authors: Callahan, Tiffany J;

Validating the Weiskopf 3x3 Data Quality Assessment Framework

Abstract

Electronic Health Record (EHR) data is often used to solve complicated clinical problems (Safran, Bloomrosen & Hammond, 2007; Weiner, 2009; Hripcsak & Albers, 2012). While an incredibly informative data source, it is notoriously known to violate fundamental assumptions of data quality (Bae et al., 2014); incompleteness of records, inconsistency of records across time, and unexplained missingness. The use of EHR data for research purposes has also grown; and many important health-related questions have and will continue to be answered through the analysis of this data source (Blumenthal & Tavenner, 2010). While many efforts are currently being made to define and establish methods to reliably validate these types of data (Kahn et al., 2012; Weiskopf & Weng, 2013), accurate, standardized methodologies have yet to be identified. Weiskop (2014) developed a 3x3 data quality assessment (DQA) framework that includes the assessment of correctness, completeness, and currency data quality (DQ) constructs across three dimensions of data (patients, variables, and time). The current project aimed to build on Weiskopf’s (2014) 3x3 DQA framework by developing statistical definitions for each of the cells in the table using a dataset pulled from the CHCO database containing data collected during 2010-2014.

Related Organizations
Keywords

Electronic Health Record Data, Data Quality, OMOP, Weiskopf 3x3

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
    OpenAIRE UsageCounts
    Usage byUsageCounts
    visibility views 8
    download downloads 15
  • 8
    views
    15
    downloads
    Powered byOpenAIRE UsageCounts
Powered by OpenAIRE graph
Found an issue? Give us feedback
visibility
download
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
OpenAIRE UsageCountsDownloads provided by UsageCounts
0
Average
Average
Average
8
15
Green