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Multicriteria decision analysis process to develop new classification criteria for systemic lupus erythematosus
- Source :
- Tedeschi, Sara K; Johnson, Sindhu R; Boumpas, Dimitrios T; Daikh, David; Dörner, Thomas; Diamond, Betty; et al.(2019). Multicriteria decision analysis process to develop new classification criteria for systemic lupus erythematosus.. Annals of the rheumatic diseases, 78(5), 634-640. doi: 10.1136/annrheumdis-2018-214685. UCSF: Retrieved from: http://www.escholarship.org/uc/item/1bj7d7x8
- Publication Year :
- 2020
- Publisher :
- BMJ, 2020.
-
Abstract
- European League Against Rheumatism and are jointly supporting multiphase development of systemic lupus erythematosus (SLE) classification criteria based on weighted criteria and a continuous probability scale. Prior steps included item generation, item reduction and hierarchical organisation of candidate criteria using an evidence-based approach. Our objectives were to determine relative weights using multicriteria decision analysis (MCDA) and to set a provisional threshold score for SLE classification. An SLE Expert Panel (8 European, 9 North American) submitted 164 real, unique cases with a wide range of SLE probability in a standardised format. Using the candidate criteria, experts scored and rank-ordered 20 representative cases. At an in-person meeting, experts reviewed inter-rater reliability of scoring, further refined criteria definitions and participated in an MCDA exercise. Based on expert consensus decisions on pairwise comparisons of criteria, 1000minds software calculated criteria weights and rank-ordered the remaining 144 cases based on their additive scores. The score of the lowest-ranked case for which complete expert consensus was achieved defined the provisional threshold classification score. Inter-rater reliability of scoring cases with the candidate criteria was good. MCDA involved 74 pairwise decisions and was repeated for the arthritis and mucocutaneous domains when the initial ranking of some cases did not match expert opinion. After criteria weights and additive scores were recalculated once, experts reached consensus for SLE classification for all cases scoring>83. Using an iterative process, the candidate criteria definitions were refined, preliminary weights were calculated and a provisional threshold score for SLE classification was determined.
- Subjects :
- Multicriteria decision
Consensus
Process (engineering)
Clinical Sciences
Immunology
MEDLINE
computer.software_genre
General Biochemistry, Genetics and Molecular Biology
Article
Ranking (information retrieval)
Decision Support Techniques
03 medical and health sciences
0302 clinical medicine
systemic lupus erythematosus
Rheumatology
Immunology and Allergy
Medicine
Humans
Lupus Erythematosus, Systemic
030212 general & internal medicine
Reliability (statistics)
030203 arthritis & rheumatology
business.industry
Reproducibility of Results
methodology
Multiple-criteria decision analysis
Arthritis & Rheumatology
clinical research
Public Health and Health Services
Item generation
Pairwise comparison
Artificial intelligence
business
computer
Natural language processing
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Tedeschi, Sara K; Johnson, Sindhu R; Boumpas, Dimitrios T; Daikh, David; Dörner, Thomas; Diamond, Betty; et al.(2019). Multicriteria decision analysis process to develop new classification criteria for systemic lupus erythematosus.. Annals of the rheumatic diseases, 78(5), 634-640. doi: 10.1136/annrheumdis-2018-214685. UCSF: Retrieved from: http://www.escholarship.org/uc/item/1bj7d7x8
- Accession number :
- edsair.doi.dedup.....59b494cfd9c16c2812bdd919e702acd2
- Full Text :
- https://doi.org/10.17863/cam.50004