Table 2.
Multivariate analysis for professional acceptance of artificial intelligence (AI) applications in Ophthalmology.
| Assistive tool for PECPs | CDS tool for PECPs | Diagnostic tool for PECPs | Assertive tool for ophthalmologists | CDS tool for ophthalmologists | Diagnostic tool for ophthalmologists | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OR | 95% CI | p -value | OR | 95% CI | p -value | OR | 95% CI | p -value | OR | 95% CI | p -value | OR | 95% CI | p -value | OR | 95% CI | p -value | ||||||||
| Age | 0.982 | 0.953 | 1.012 | 0.236 | 1.002 | 0.977 | 1.027 | 0.884 | 1.020 | 0.999 | 1.042 | 0.065 | 1.002 | 0.971 | 1.035 | 0.892 | 1.017 | 0.992 | 1.044 | 0.188 | 1.026 | 1.004 | 1.049 | 0.019 | |
| Gender | Female | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
| Male | 1.253 | 0.794 | 1.976 | 0.332 | 1.191 | 0.830 | 1.711 | 0.343 | 1.089 | 0.798 | 1.486 | 0.590 | 1.316 | 0.817 | 2.121 | 0.259 | 1.434 | 0.991 | 2.076 | 0.056 | 1.398 | 1.020 | 1.914 | 0.037 | |
| Clinical experience | Currently in training | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
| <20 years | 2.158 | 0.674 | 6.910 | 0.195 | 0.806 | 0.287 | 2.263 | 0.683 | 1.018 | 0.446 | 2.323 | 0.966 | 2.450 | 0.956 | 6.280 | 0.062 | 0.951 | 0.389 | 2.325 | 0.912 | 0.747 | 0.328 | 1.700 | 0.487 | |
| >20 years | 1.676 | 0.437 | 6.423 | 0.451 | 0.700 | 0.214 | 2.291 | 0.556 | 1.007 | 0.382 | 2.654 | 0.988 | 3.702 | 1.096 | 12.510 | 0.035 | 1.165 | 0.395 | 3.436 | 0.782 | 1.037 | 0.394 | 2.727 | 0.941 | |
| Geographical region | East Asia and Pacific | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
| Europe and Central Asia | 1.200 | 0.450 | 3.204 | 0.716 | 1.000 | 0.475 | 2.103 | 0.999 | 1.334 | 0.700 | 2.543 | 0.380 | 0.638 | 0.274 | 1.486 | 0.298 | 1.292 | 0.574 | 2.908 | 0.536 | 1.068 | 0.565 | 2.018 | 0.840 | |
| Latin America & the Caribbean | 0.415 | 0.192 | 0.898 | 0.025 | 0.722 | 0.381 | 1.369 | 0.318 | 1.010 | 0.568 | 1.797 | 0.973 | 3.595 | 0.809 | 15.987 | 0.093 | 1.297 | 0.599 | 2.809 | 0.509 | 2.195 | 1.137 | 4.236 | 0.019 | |
| Middle east and North Africa | 0.578 | 0.153 | 2.187 | 0.419 | 0.832 | 0.254 | 2.721 | 0.761 | 0.833 | 0.290 | 2.393 | 0.735 | 1.793 | 0.224 | 14.323 | 0.582 | 0.996 | 0.266 | 3.728 | 0.995 | 0.740 | 0.250 | 2.188 | 0.586 | |
| North America | 1.000 | 2.965 | 0.372 | 23.658 | 0.305 | 1.869 | 0.488 | 7.160 | 0.361 | 1.174 | 0.145 | 9.542 | 0.881 | 0.983 | 0.205 | 4.703 | 0.983 | 2.210 | 0.567 | 8.615 | 0.253 | ||||
| South Asia | 0.874 | 0.381 | 2.006 | 0.751 | 1.008 | 0.552 | 1.840 | 0.980 | 0.987 | 0.595 | 1.637 | 0.960 | 0.598 | 0.287 | 1.249 | 0.171 | 0.785 | 0.432 | 1.428 | 0.428 | 0.604 | 0.364 | 1.000 | 0.050 | |
| Sub-Saharan Africa | 0.455 | 0.049 | 4.244 | 0.490 | 0.480 | 0.083 | 2.777 | 0.413 | 0.661 | 0.107 | 4.090 | 0.656 | 1.000 | 0.554 | 0.095 | 3.245 | 0.513 | 2.061 | 0.222 | 19.089 | 0.524 | ||||
| Income level | Resource-constrained | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
| Resource-abundant | 0.630 | 0.345 | 1.150 | 0.132 | 0.914 | 0.583 | 1.434 | 0.696 | 0.738 | 0.501 | 1.086 | 0.124 | 0.776 | 0.422 | 1.428 | 0.416 | 0.799 | 0.502 | 1.270 | 0.342 | 0.543 | 0.367 | 0.805 | 0.002 | |
| Self-rated understanding of AI | Very poor | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref | Ref |
| Below average | 0.713 | 0.078 | 6.553 | 0.765 | 1.286 | 0.315 | 5.261 | 0.726 | 0.418 | 0.050 | 3.489 | 0.420 | 0.611 | 0.070 | 5.293 | 0.655 | 1.058 | 0.295 | 3.798 | 0.931 | 0.851 | 0.210 | 3.450 | 0.821 | |
| Average | 0.587 | 0.073 | 4.714 | 0.616 | 0.840 | 0.226 | 3.125 | 0.795 | 0.107 | 0.014 | 0.837 | 0.033 | 0.608 | 0.076 | 4.865 | 0.639 | 1.499 | 0.441 | 5.094 | 0.517 | 0.325 | 0.086 | 1.226 | 0.097 | |
| Above average | 0.575 | 0.071 | 4.632 | 0.603 | 1.061 | 0.284 | 3.968 | 0.930 | 0.121 | 0.016 | 0.949 | 0.044 | 0.670 | 0.083 | 5.379 | 0.706 | 1.712 | 0.502 | 5.842 | 0.391 | 0.324 | 0.086 | 1.223 | 0.096 | |
| Excellent | 0.620 | 0.069 | 5.557 | 0.669 | 1.196 | 0.284 | 5.030 | 0.807 | 0.137 | 0.017 | 1.124 | 0.064 | 0.643 | 0.072 | 5.766 | 0.693 | 1.525 | 0.400 | 5.814 | 0.537 | 0.418 | 0.102 | 1.709 | 0.225 | |
*Wherein “ref” denotes the reference category.
The color values are added to draw attention of readers to analyses for which p-value was < 0.05.