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Full-Text Articles in Medicine and Health Sciences
Process Mining Of Medication Revisions In Electronic Health Records, Deevakar Rogith
Process Mining Of Medication Revisions In Electronic Health Records, Deevakar Rogith
Dissertations & Theses (Open Access)
Objective: The objective of this work is to develop process mining techniques for analysing Electronic Health Record (EHR) events in order to uncover factors contributing to the event, and understanding deviations in the process. We have outlined a method for combining data mining with expert review to model the EHR process and develop automated algorithms that can be used to detect potential deviations for a defined process.
Introduction: To analyse EHR events meaningfully, process mining can be applied to distil structured process description from a set of real executions. Process mining can be applied for 1) Discovery, 2) Conformance, and …
Development And Evaluation Of An Ontology-Based Quality Metrics Extraction System, Sina Madani
Development And Evaluation Of An Ontology-Based Quality Metrics Extraction System, Sina Madani
Dissertations & Theses (Open Access)
The Institute of Medicine reports a growing demand in recent years for quality improvement within the healthcare industry. In response, numerous organizations have been involved in the development and reporting of quality measurement metrics. However, disparate data models from such organizations shift the burden of accurate and reliable metrics extraction and reporting to healthcare providers. Furthermore, manual abstraction of quality metrics and diverse implementation of Electronic Health Record (EHR) systems deepens the complexity of consistent, valid, explicit, and comparable quality measurement reporting within healthcare provider organizations.
The main objective of this research is to evaluate an ontology-based information extraction framework …