Table 6:
Parameter | Crude Odds Ratio | Adjusted Odds Ratio | P Value* |
---|---|---|---|
DL-TL† | 55 (26, 119) | 6.0 (2.1, 17) | <.001 |
DL-TL-MT | 82 (34, 194) | 7.7 (2.3, 25) | <.001 |
Kellgren-Lawrence | 4.0 (3.0, 5.3) | 1.9 (1.2, 3.1) | .009 |
Body mass index | 1.7 (1.4, 2.2) | 1.4 (1.0, 1.9) | .04 |
OARSI | 19 (10, 36) | 1.2 (0.4, 3.5) | .73 |
KOOS QoL | 0.96 (0.95, 0.97) | 0.98 (0.96, 0.997) | .02 |
WOMAC | 1.31 (1.23, 1.39) | 1.06 (0.96, 1.18) | .26 |
Contralateral knee | |||
Kellgren-Lawrence | 1.8 (1.5, 2.1) | 1.1 (0.7, 1.7) | .79 |
OARSI | 3.6 (2.6, 5.1) | 1.1 (0.4, 3.2) | .80 |
WOMAC | 1.12 (1.06, 1.18) | 1.01 (0.92, 1.11) | .87 |
Note.—Data in parenthesis are 95% confidence intervals. Multivariable analysis was performed by using risk factors from 364 patients and 364 control patients. P values are for adjusted odds ratios. All P values for the crude odds ratios are <.001 for the risk factors in the table. DL = deep learning, KOOS QoL = Knee-related Quality of Life from Knee injury and Osteoarthritis Outcome Score, MT = multitask, OARSI = Osteoarthritis Research Society International, TL = transfer learning, WOMAC = Western Ontario and McMaster Universities Osteoarthritis Index.
Wald test was used to assess the significance levels of individual risk factors.
DL-TL model is used to demonstrate the effect of addition of Kellgren-Lawrence-grade task into the total knee replacement prediction model only. Adjusted odds ratios presented after the first row are calculated from a multivariable analysis of risk factors and DL-TL-MT model.