Factors affecting AI model influence on report, patient management, or imaging recommendation
Predictor | Change | ORs (adjusted CI) | P value | Benjamini-Adjusted threshold | Significance |
No of critical findings | Report | 1.306 (1.132 to 1.507) | 0 | 0.0042 | Yes |
No of critical findings | Patient management | 1.267 (1.056 to 1.521) | 0.001 | 0.0083 | Yes |
No of critical findings | Imaging recommendation | 1.319 (1.035 to 1.681) | 0.004 | 0.0125 | Yes |
Lateral CXR | Imaging recommendation | 6.495 (1.297 to 32.530) | 0.005 | 0.0167 | Yes |
Lateral CXR | Patient management | 2.158 (0.837 to 5.565) | 0.061 | 0.0208 | No |
Lateral CXR | Report | 1.542 (0.848 to 2.805) | 0.105 | 0.025 | No |
Radiologist experience | Report | 0–5 years: Baseline 6–10 years: 0.255 (0.043 to 1.521) >10 years: 0.305 (0.065 to 1.439) | 0.120 | 0.0292 | No |
Radiologist experience | Patient management | 0–5 years: Baseline 6–10 years: 0.165 (0.009 to 3.214) >10 years: 0.378 (0.054 to 2.654) | 0.262 | 0.0333 | No |
Radiologist experience | Imaging recommendation | 0–5 years: Baseline 6–10 years: 0.357 (0.034 to 3.783) >10 years: 0.380 (0.044 to 3.287) | 0.516 | 0.0458 | No |
Inpatient/outpatient | Imaging recommendation | 1.550 (0.613 to 3.919) | 0.326 | 0.0375 | No |
Inpatient/outpatient | Report | 0.794 (0.476 to 1.323) | 0.358 | 0.0417 | No |
Inpatient/outpatient | Patient management | 0.818 (0.408 to 1.640) | 0.572 | 0.0500 | No |
Significance testing by the Benjamini-Hochberg algorithm to account for multiple hypotheses. ORs derived from stepwise logistic regression coefficients with CIs calculated with Benjamini-adjusted thresholds. Radiologist experience analysed as a categorical variable with derived from stepwise logistic regression coefficients with CIs calculated with Benjamini-adjusted thresholds. Radiologist experience analysed as a categorical variable with ORs representing effect of changing experience levels from the baseline (0–5 years) to a different level.
AI, artificial intelligence; CXR, chest X-ray.