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Development of standardized stepwise evaluation and integrated management model for Clinical Big data Quality improvement

DC Field Value Language
dc.contributor.advisor박, 래웅-
dc.contributor.author변, 정현-
dc.date.accessioned2021-01-06T02:34:30Z-
dc.date.available2021-01-06T02:34:30Z-
dc.date.issued2020-
dc.identifier.urihttp://repository.ajou.ac.kr/handle/201003/19212-
dc.description.abstract비공개-
dc.description.tableofcontentsI. Introduction 1
A. Background 1
B. Purpose of study 8
II. Methods 9
A. Selection of Data Quality Assessment concepts in literature 12
B. Integration of Data Quality checks 16
C. Process design of Data Quality Assessment 19
D. Design of Data Quality Assessment model 33
E. Data Quality Score Definition for Data Quality Assessment 38
F. Selecting a weight for comprehensive data quality index 42
G. Test data for Data Quality Assessment 43
H. Performance evaluation of Data Quality Assessment model 45
I. Development of a system to utilize Data Quality Assessment model 47
III. Result 48
A. Integration result of Data Quality checks 48
B. Test data result of Data Quality Assessment 53
C. Comparison with Data Quality Assessment Tool 72
D. Verification of Data Quality Assessment 84
E. Development system of DQUEEN 93
IV. Discussion 95
A. Consideration of the study 95
B. Limitation of this study 102
V. Conclusion 104
References 105
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dc.language.isoen-
dc.titleDevelopment of standardized stepwise evaluation and integrated management model for Clinical Big data Quality improvement-
dc.title.alternative임상 빅 데이터 품질 향상을 위한 표준화된 단계별 데이터 품질 평가 및 통합관리 모델 개발-
dc.typeThesis-
dc.identifier.urlhttp://dcoll.ajou.ac.kr:9080/dcollection/jsp/common/DcLoOrgPer.jsp?sItemId=000000030235-
dc.subject.keywordData Quality-
dc.subject.keywordData Quality Assessment-
dc.subject.keywordEHR Data Quality-
dc.subject.keywordData Quality management-
dc.subject.keywordData Quality Assessment model-
dc.subject.keywordOMOP-CDM-
dc.subject.keywordMeasure the Data Quality-
dc.subject.keywordCommon Data Model-
dc.subject.keywordDistributed Research Network-
dc.description.degreeDoctor-
dc.contributor.department대학원 의학과-
dc.contributor.affiliatedAuthor변, 정현-
dc.date.awarded2020-
dc.type.localTheses-
dc.citation.date2020-
dc.embargo.liftdate9999-12-31-
dc.embargo.terms9999-12-31-
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Theses > School of Medicine / Graduate School of Medicine > Doctor
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