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In this research, Process Mining methodology and tools were leveraged to assess the data quality of time-based Emergency Department data sourced from electronic health records. This research was done working closely with the domain experts to validate the process models. The hospital patient journey model was used to assess flow abnormalities which resulted from incorrect timestamp data used in time-based performance metrics. The research demonstrated process mining as a feasible methodology to assess data quality of time-based hospital performance metrics. The insight gained from this research enabled appropriate corrective actions to be put in place to address the data quality issues. <\/jats:p>","DOI":"10.1177\/1460458215604348","type":"journal-article","created":{"date-parts":[[2015,10,13]],"date-time":"2015-10-13T17:59:57Z","timestamp":1444759197000},"page":"1017-1029","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":29,"title":["Application of process mining to assess the data quality of routinely collected time-based performance data sourced from electronic health records by validating process conformance"],"prefix":"10.1177","volume":"22","author":[{"given":"Lua","family":"Perimal-Lewis","sequence":"first","affiliation":[{"name":"Flinders University of South Australia, Australia"},{"name":"Flinders Medical Centre, South Australia, Australia"}]},{"given":"David","family":"Teubner","sequence":"additional","affiliation":[{"name":"Flinders Medical Centre, South Australia, Australia"}]},{"given":"Paul","family":"Hakendorf","sequence":"additional","affiliation":[{"name":"Flinders Medical Centre, South Australia, Australia"}]},{"given":"Chris","family":"Horwood","sequence":"additional","affiliation":[{"name":"Flinders Medical Centre, South Australia, Australia"}]}],"member":"179","published-online":{"date-parts":[[2016,7,25]]},"reference":[{"volume-title":"Seventh Australasian workshop on health informatics and knowledge management (HIKM 2014)","author":"Perimal-Lewis L","key":"bibr1-1460458215604348"},{"key":"bibr2-1460458215604348","first-page":"54","volume":"204","author":"Khanna S","year":"2014","journal-title":"Stud Health Technol Inform"},{"key":"bibr3-1460458215604348","unstructured":"Emergency Care Institute \u2013 New South Wales. 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