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Page 404                                                        Johnson et al. Art Int Surg 2024;4:401-10  https://dx.doi.org/10.20517/ais.2024.40

               Table 2. Traditional radiographic measurements by pseudarthrosis
                                                                        Total cohort  No pseud.  Pseud.
                Radiographic measurements degrees mean ± SD (unless otherwise noted)                P-value
                                                                        (N = 191)  (N = 143)  (N = 48)
                Coronal measurements
                C7PL, mm                                                2.2 ± 36.3  2.4 ± 34.9  1.6 ± 40.4  0.898
                Major curve apex deviation, mm                          -2.1 ± 34.5  -1.8 ± 34.6  -3.3 ± 34.4  0.804
                Major curve cobb angle                                  -4.0 ± 34.4  -3.8 ± 34.2  -4.6 ± 35.0  0.885
                Small curve apex deviation, mm                          0.3 ± 18.0  -0.4 ± 17.5  2.6 ± 19.3  0.34
                Small curve cobb angle                                  3.6 ± 24.7  3.4 ± 24.4  4.2 ± 25.8  0.848
                T1 tilt                                                 0.8 ± 6.3  1.1 ± 6.4  -0.4 ± 6.1  0.156
                Thoracic curve apex deviation, mm                       -0.3 ± 10.2  -0.0 ± 9.5  -1.2 ± 12.3  0.585
                Thoracic curve cobb angle                               -0.9 ± 16.0  -0.9 ± 16.1  -1.0 ± 15.4  0.979
                Sagittal measurements
                C2 slope                                                18.1 ± 13.8  17.9 ± 13.0  18.8 ± 15.9  0.688
                CL                                                      9.2 ± 15.8  9.3 ± 16.5  8.6 ± 13.7  0.783
                CPA                                                     28.1 ± 14.4  26.9 ± 14.6  31.8 ± 13.2  0.043
                CTPA                                                    2.9 ± 1.6  3.0 ± 1.5  2.7 ± 2.0  0.312
                L1-L4 angle                                             -7.0 ± 19.0  -8.7 ± 19.1  -2.0 ± 17.9  0.033
                L1-S1, mm                                               175.7 ± 22.0  177.4 ± 20.7  170.5 ± 24.7 0.062
                L1PA                                                    12.0 ± 11.5  11.5 ± 11.7  13.9 ± 10.7  0.251
                L4-S1 angle                                             -30.7 ± 15.6  -30.7 ± 14.4  -30.7 ± 18.8  0.995
                LL                                                      32.4 ± 24.8  34.2 ± 22.9  26.9 ± 29.0  0.076
                PI                                                      53.5 ± 16.7  53.4 ± 16.5  53.9 ± 17.0  0.847
                PI-LL                                                   20.4 ± 22.8  19.2 ± 23.2  24.0 ± 21.2  0.208
                PT                                                      25.5 ± 12.0  24.6 ± 12.4  28.0 ± 10.2  0.093
                SS                                                      28.0 ± 14.1  28.7 ± 13.7  25.9 ± 14.8  0.225
                C2-C7 cSVA, mm                                          29.2 ± 14.7  29.2 ± 13.4  29.1 ± 18.1  0.965
                C7-S1 SVA, mm                                           70.6 ± 69.3  65.1 ± 66.7  86.9 ± 74.2  0.061
                T1SPI                                                   -0.3 ± 6.8  -0.8 ± 6.3  1.1 ± 8.1  0.099
                T1 slope                                                27.7 ± 11.0  27.6 ± 10.9  28.1 ± 11.2  0.771
                T1-CL                                                   18.6 ± 13.3  18.3 ± 12.7  19.5 ± 15.1  0.572
                T1-L1, mm                                               306.9 ± 34.5  306.0 ± 35.0 309.6 ± 32.6 0.54
                T1-S1, mm                                               483.1 ± 44.0  483.4 ± 44.9 482.2 ± 41.1  0.871
                T2-T5 angle                                             9.8 ± 10.2  10.5 ± 10.0  7.6 ± 10.4  0.085
                T5-T12 angle                                            26.5 ± 18.4  26.2 ± 18.3  27.6 ± 18.5  0.654
                T9SPI                                                   10.0 ± 7.4  10.0 ± 7.2  9.9 ± 8.2  0.925
                TK                                                      30.7 ± 19.7  30.1 ± 19.3  32.5 ± 20.8  0.469
                TL                                                      11.8 ± 18.1  10.1 ± 18.3  16.9 ± 16.7  0.026
                TPA                                                     25.2 ± 14.3  23.8 ± 14.6  29.1 ± 12.7  0.028
               SD: Standard deviation; C7PL: C7 plumb line; CL: cervical lordosis; CPA: C2 pelvic angle; CTPA: cervico-thoracic pelvic angle; L1PA: L1 pelvic angle;
               LL: lumbar lordosis; PI: pelvic incidence; PT: pelvic tilt; SS: sacral slope; cSVA: cervical sagittal vertical axis; SPI: spinopelvic inclination; T1-CL: T1
               slope - cervical lordosis; TK: thoracic kyphosis; TL: thoracolumbar alignment; TPA: T1 pelvic angle.

               technique highlights regions of the raw image that were important for classification (“hotspots”, Figure 1).
               The MRI hotspots were then qualitatively analyzed across the cohort to infer important tissue types for
               accurate prediction of pseudarthrosis.

               RESULTS
               Demographic variables poorly correlate with pseudarthrosis
               In our cohort of 191 patients who underwent ASD surgery, 48 (25.1%) had pseudarthrosis compared to 143
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