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. Author manuscript; available in PMC: 2020 Sep 1.
Published in final edited form as: Radiology. 2020 Jun 23;296(3):584–593. doi: 10.1148/radiol.2020192091

Table 6:

Odds Ratios of Total Knee Replacement for Clinical Risk Factors and Radiographic Readings

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.