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Published on: February 10, 2023
Clinical Knowledge Model for the Prevention of Healthcare-Associated Venous Thromboembolism
Bonnie L Westra1, Luann Whittenburg, Kay S Lytle
1Author Affiliations: School of Nursing, University of Minnesota, Minneapolis (Dr Westra); Health Informatics, Washington, DC (Dr Whittenburg); Health System Nursing and Duke Health Technology Systems, Duke University Health System, Durham, NC (Dr Lytle); Center for Healthcare Policy and Research, Sacramento, CA (Ms Tokareva); Division of Nursing Research, Department of Artificial Intelligence and Informatics, Mayo Clinic, Rochester, MN (Dr Umberfield); University of Minnesota, Minneapolis, MN (Ms Leverette); Clinical Data and Analytics, HCA Healthcare, Nashville, TN (Ms Buchleiter); University of Minnesota, Institute for Health Informatics, Minneapolis (Dr Johnson); and Association of Perioperative Registered Nurses, Denver, CO (Mr Jobman).
Abstract:
Knowledge models inform organizational behavior through the logical association of documentation processes, definitions, data elements, and value sets. The development of a well-designed knowledge model allows for the reuse of electronic health record data to promote efficiency in practice, data interoperability, and the extensibility of data to new capabilities or functionality such as clinical decision support, quality improvement, and research. The purpose of this article is to describe the development and validation of a knowledge model for healthcare-associated venous thromboembolism prevention. The team used FloMap, an Internet-based survey resource, to compare metadata from six healthcare organizations to an initial draft model. The team used consensus decision-making over time to compare survey results. The resulting model included seven panels, 41 questions, and 231 values. A second validation step included completion of an Internet-based survey with 26 staff nurse respondents representing 15 healthcare organizations, two electronic health record vendors, and one academic institution. The final knowledge model contained nine Logical Observation Identifiers Names and Codes panels, 32 concepts, and 195 values representing an additional six panels (groupings), 15 concepts (questions), and the specification of 195 values (answers). The final model is useful for consistent documentation to demonstrate the contribution of nursing practice to the prevention of venous thromboembolism.
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