Author ORCID Identifier
https://orcid.org/0000-0003-2841-9738
Document Type
Conference Paper
Rights
Available under a Creative Commons Attribution Non-Commercial Share Alike 4.0 International Licence
Disciplines
Computer Sciences
Abstract
When deciding about surgical treatment options, an important aspect of the decision-making process is the potential risk of complications. A risk assessment performed by a spinal surgeon is based on their knowledge of the best available evidence and on their own clinical experience. The objective of this work is to demonstrate the differences in the way spine surgeons perceive the importance of attributes used to calculate risk of post-operative and quantify the differences by building individual formal models of risk perceptions. We employ a preference-learning method - ROR-UTADIS - to build surgeon-specific additive value functions for risk of complications. Comparing these functions enables the identification and discussion of differences among personal perceptions of risk factors. Our results show there exist differences in surgeons' perceived factors including primary diagnosis, type of surgery, patient's age, body mass index, or presence of comorbidities.
DOI
https://doi.org/10.21427/mf7d-ww07
Recommended Citation
Parimbelli E, Szymon W, O'Sullivan D, Kingwell S, Michalowski W, Michalowski M. How Do Spinal Surgeons Perceive The Impact of Factors Used in Post-Surgical Complication Risk Scores? AMIA Annu Symp Proc. 2020 Mar 4;2019:699-706. PMID: 32308865; PMCID: PMC7153101. DOI: 10.21427/mf7d-ww07