A data driven learning approach for the assessment of data quality

[1] Martin-Sanchez FJ(2017)Secondary use and analysis of big data collected for patient care. Contribution from the IMIA working group on data mining and big data analytics Yearb Med Inform 57 e50-e56

[2] Aguiar-Pulido V(2018)German medical informatics initiative Methods Inf Med 20 144-151

[3] Lopez-Campos GH(2013)Methods and dimensions of electronic health record data quality assessment: enabling reuse for clinical research J Am Med Inform Assoc JAMIA 4 1239-47

[4] Peek N(2016)Multisite evaluation of a data quality tool for patient-level clinical data sets EGEMS (Washington, DC) 90 40-88

[5] Sacchi L(2016)Data quality assessment framework to assess electronic medical record data for use in research Int J Med Inform 181 104954-S29

[6] Semler SC(2017)A longitudinal analysis of data quality in a large pediatric data research network J Am Med Inform Assoc JAMIA 7 69-253

[7] Wissing F(2019)Guest editorial: Special issue in biomedical data quality assessment methods Comput Methods Programs Biomed 15 Doc08-1021

[8] Heyder R(2016)Application of an ontology for characterizing data quality for a secondary use of EHR data Appl Clin Inform 21 93-28

[9] Weiskopf NG(2019)Data quality monitoring in clinical and observational epidemiologic studies: the role of metadata and process information GMS Medizinische Informatik Biometrie und Epidemiologie 51 S22-1095

[10] Weng C(2021)A method for interoperable knowledge-based data quality assessment BMC Med Inform Decis Mak 5 14-1069

[1] Martin-Sanchez FJ(2017)Secondary use and analysis of big data collected for patient care. Contribution from the IMIA working group on data mining and big data analytics Yearb Med Inform 57 e50-e56

[2] Aguiar-Pulido V(2018)German medical informatics initiative Methods Inf Med 20 144-151

[3] Lopez-Campos GH(2013)Methods and dimensions of electronic health record data quality assessment: enabling reuse for clinical research J Am Med Inform Assoc JAMIA 4 1239-47

[4] Peek N(2016)Multisite evaluation of a data quality tool for patient-level clinical data sets EGEMS (Washington, DC) 90 40-88

[5] Sacchi L(2016)Data quality assessment framework to assess electronic medical record data for use in research Int J Med Inform 181 104954-S29

[6] Semler SC(2017)A longitudinal analysis of data quality in a large pediatric data research network J Am Med Inform Assoc JAMIA 7 69-253

[7] Wissing F(2019)Guest editorial: Special issue in biomedical data quality assessment methods Comput Methods Programs Biomed 15 Doc08-1021

[8] Heyder R(2016)Application of an ontology for characterizing data quality for a secondary use of EHR data Appl Clin Inform 21 93-28

[9] Weiskopf NG(2019)Data quality monitoring in clinical and observational epidemiologic studies: the role of metadata and process information GMS Medizinische Informatik Biometrie und Epidemiologie 51 S22-1095

[10] Weng C(2021)A method for interoperable knowledge-based data quality assessment BMC Med Inform Decis Mak 5 14-1069