Process for Quality Management of Electronic Medical Records–Based Data: Case Study Using Real Colorectal Cancer Data

In sum, we developed a rules-based QMP to address errors and impute missing values in Korea Clinical Data Use Network for Research Excellence data, enhancing data quality. The applicability of the process to real-world datasets highlights its potential for broader use in clinical studies and cancer research.

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Publication Details

Journal
JMIR Medical Informatics
Published
2025-11-13
DOI
https://doi.org/10.2196/73884
Primary Topic
Machine Learning in Healthcare
Type
article
Field-Weighted Citation Impact
0.00
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article

Process for Quality Management of Electronic Medical Records–Based Data: Case Study Using Real Colorectal Cancer Data

Jeong‐Heum Baek, Woongsang Sunwoo, Suehyun Lee, Hyekyung Woo et al.
JMIR Medical Informatics
Machine Learning in Healthcare
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Process for Quality Management of Electronic Medical Records–Based Data: Case Study Using Real Colorectal Cancer Data

Jeong‐Heum Baek, Woongsang Sunwoo, Suehyun Lee, Hyekyung Woo, Kyung-Min Na, Youngho Lee, N. Park
article en

Abstract

In sum, we developed a rules-based QMP to address errors and impute missing values in Korea Clinical Data Use Network for Research Excellence data, enhancing data quality. The applicability of the process to real-world datasets highlights its potential for broader use in clinical studies and cancer research.

JMIR Medical InformaticsVol. 13
Gachon University (KR), Kongju National University (KR), Seoul National University Bundang Hospital (KR), Gachon University Gil Medical Center (KR), Gongju National University of Education (KR)
Openalex Percentile: Top 82%
Machine Learning in Healthcare
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