How subjective CT image quality assessment becomes surprisingly reliable. Pairwise comparisons instead of Likert scale
Creators
- 1. Department of Radiology and Nuclear Medicine, Maastricht University Medical Centre+, P. Debyelaan 25, 6229 HX, Maastricht (Netherlands)
- 2. CARIM School for Cardiovascular Diseases, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht (Netherlands)
- 3. Department of Neurology and School for Mental health and Neuroscience (MheNs), Maastricht University Medical Centre+, P. Debyelaan 25, 6229 HX, Maastricht (Netherlands)
- 4. GROW School for Oncology and Reproduction, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht (Netherlands)
- 5. Department of Epidemiology, Maastricht University, Universiteitssingel 50, 6229 ER, Maastricht (Netherlands)
Description
The aim of this study is to improve the reliability of subjective IQ assessment using a pairwise comparison (PC) method instead of a Likert scale method in abdominal CT scans. Abdominal CT scans (single-center) were retrospectively selected between September 2019 and February 2020 in a prior study. Sample variance in IQ was obtained by adding artificial noise using dedicated reconstruction software, including reconstructions with filtered backprojection and varying iterative reconstruction strengths. Two datasets (each n = 50) were composed with either higher or lower IQ variation with the 25 original scans being part of both datasets. Using in-house developed software, six observers (five radiologists, one resident) rated both datasets via both the PC method (forcing observers to choose preferred scans out of pairs of scans resulting in a ranking) and a 5-point Likert scale. The PC method was optimized using a sorting algorithm to minimize necessary comparisons. The inter- and intraobserver agreements were assessed for both methods with the intraclass correlation coefficient (ICC). Twenty-five patients (mean age 61 years ± 15.5; 56% men) were evaluated. The ICC for interobserver agreement for the high-variation dataset increased from 0.665 (95%CI 0.396-0.814) to 0.785 (95%CI 0.676-0.867) when the PC method was used instead of a Likert scale. For the low-variation dataset, the ICC increased from 0.276 (95%CI 0.034-0.500) to 0.562 (95%CI 0.337-0.729). Intraobserver agreement increased for four out of six observers. The PC method is more reliable for subjective IQ assessment indicated by improved inter- and intraobserver agreement. This study shows that the pairwise comparison method is a more reliable method for subjective image quality assessment. Improved reliability is of key importance for optimization studies, validation of automatic image quality assessment algorithms, and training of AI algorithms.
Additional details
Identifiers
Publishing Information
- Journal Title
- European Radiology (Internet)
- Journal Volume
- 34
- Journal Issue
- 7
- Journal Page Range
- p. 4494-4503
- ISSN
- 1432-1084
- CODEN
- EURAE3
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 55072628
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- ABDOMEN; ALGORITHMS; AUTOMATION; COMPARATIVE EVALUATIONS; COMPUTER CODES; COMPUTERIZED TOMOGRAPHY; CORRELATIONS; DATA COMPILATION; IMAGE PROCESSING; ITERATIVE METHODS; NOISE; OPTIMIZATION; RELIABILITY; TRAINING; VALIDATION
- Descriptors DEC
- BODY; CALCULATION METHODS; DATA; DATA PROCESSING; DIAGNOSTIC TECHNIQUES; EDUCATION; EVALUATION; INFORMATION; MATHEMATICAL LOGIC; PROCESSING; TESTING; TOMOGRAPHY