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. 2021 Jan 16;10(4):1253–1263. doi: 10.1002/cam4.3720

TABLE 3.

Medical oncologist‐level model of the association between 2010 and 2011 adoption of oncotype DX with geographic and patient‐sharing connections to early adopters a

N = 3765

Crude OR

(95% CI)

p

Adjusted b OR

(95% CI)

p
Gender (Ref: Male) Female 1.11 (0.94,1.31) 0.20 1.11 (0.93,1.33) 0.24
Patient Volume (Ref: 1–4) 5–9 4.00 (3.24,4.93) <0.001 4.19 (3.35,5.25) <0.001
10–19 7.49 (6.07,9.24) <0.001 8.09 (6.30,10.40) <0.001
20+ 5.40 (4.27,6.82) <0.001 6.50 (4.61,9.17) <0.001
Number of Patient‐Sharing Ties to Medical Oncologists 1.04 (1.04,1.05) <0.001 0.96 (0.95,0.98) <0.001
Number of Patient‐Sharing Ties to Surgeons 1.15 (1.11,1.18) <0.001 1.08 (1.04,1.13) <0.001
Connection to Early Adopter Medical Oncologist (Ref: None) Co‐Location 2.37 (1.92,2.93) <0.001 1.38 (1.04,1.83) 0.03
Patient‐Sharing 1.66 (1.03,2.67) 0.03 0.98 (0.58,1.67) 0.95
Both 2.97 (2.39,3.68) <0.001 1.19 (0.88,1.63) 0.25
Connection to Early Adopter Surgeon (Ref: None) Co‐Location 2.02 (1.72,2.39) <0.001 1.25 (1.00,1.58) 0.05
Patient‐Sharing 2.27 (1.23,4.22) <0.001 1.85 (0.93,3.67) 0.07
Both 2.31 (1.85,2.89) <0.001 1.13 (0.85,1.52) 0.39

Abbreviations: CI, confidence interval; HRR, hospital referral region; OR, odds ratio; RUCA, rural‐urban commuting area.

a

Mixed‐effects logistic regression of adoption by the end of 2011, Random effect for HRR.

b

Also adjusted for census region, RUCA designation, area poverty, as well as HRR Medicare Advantage participation, minority population size, and per capita physicians and medical oncologists.