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. 2021 Oct;27(10):2604–2618. doi: 10.3201/eid2710.210103

Table 2. Generalized additive logistic regression results for odds of testing positive for SARS-CoV-2, Orange County, California, USA, March–August 2020*.

Characteristic No. (%)
Adjusted odds ratio† (95% CI)
SARS-CoV-2 positive Total tests
Age group, y
0–4 487 (1.3) 4,835 (1.53) Referent
5–9 490 (1.31) 3,855 (1.22) 1.62 (1.41–1.86)
10–14 855 (2.28) 5,064 (1.6) 2.26 (2.00–2.56)
15–19 2,124 (5.66) 13,814 (4.36) 2.32 (2.08–2.58)
20–24 4,646 (12.37) 31,727 (10.02) 2.04 (1.85–2.26)
25–29 4,640 (12.36) 34,695 (10.96) 1.74 (1.57–1.93)
30–34 3,791 (10.1) 29,900 (9.44) 1.62 (1.46–1.79)
35–39 3,291 (8.77) 25,776 (8.14) 1.67 (1.5–1.85)
40–49 5,950 (15.85) 44,835 (14.16) 1.75 (1.58–1.93)
50–59 5,747 (15.31) 48,502 (15.32) 1.54 (1.39–1.71)
60–69 3,045 (8.11) 36,294 (11.46) 1.04 (0.94–1.16)
70–79 1,404 (3.74) 22,190 (7.01) 0.77 (0.69–0.86)
>80
1,076 (2.87)
15,139 (4.78)
0.80 (0.72–0.9)
Sex
F 19,076 (50.81) 173,723 (54.87) Referent
M
18,470 (49.19)
142,903 (45.13)
1.20 (1.18–1.23)
Race or ethnicity
White 12,195 (32.48) 63,050 (19.91) Referent
Asian 1,573 (4.19) 13,858 (4.38) 0.55 (0.52–0.58)
Black 289 (0.77) 2,058 (0.65) 0.58 (0.51–0.65)
Hispanic 3,473 (9.25) 9,147 (2.89) 1.68 (1.6–1.76)
Native American 56 (0.15) 314 (0.1) 0.82 (0.62–1.09)
Pacific Islander 127 (0.34) 1,600 (0.51) 0.35 (0.29–0.42)
Unknown
19,833 (52.82)
226,599 (71.57)
0.32 (0.31–0.33)
% Persons with college degree in ZIP code
1st quartile 20,665 (55.04) 120,279 (37.99) Referent
2nd quartile 9,484 (25.26) 87,802 (27.73) 0.89 (0.77–1.03)
3rd quartile 4,560 (12.15) 64,604 (20.4) 0.70 (0.58–0.84)
4th quartile
2,837 (7.56)
43,941 (13.88)
0.68 (0.56–0.83)
% Persons with insurance in ZIP code
1st quartile 19,749 (52.6) 111,798 (35.31) Referent
2nd quartile 10,371 (27.62) 93,431 (29.51) 0.83 (0.73–0.95)
3rd quartile 3,824 (10.18) 53,201 (16.8) 0.67 (0.56–0.8)
4th quartile
3,602 (9.59)
58,196 (18.38)
0.58 (0.48–0.7)
Population density, × 1,000 persons/km2 0.97 (0.9–1.04)
House crowding 1.03 (1.02–1.04)

*Excludes the coefficients for ZIP code–level median income and time because of interaction between median income and time. A random intercept was included for ZIP code. The period covered in this analysis is March 1–August 16, 2020. SARS-CoV-2, severe acute respiratory syndrome coronavirus 2. †Adjusted for all covariates listed plus ZIP code estimated median income and time of test in days. Model intercept represents odds of a White female in the 0–4-y age group in a ZIP code in the first quartile of college degree and insured with the average population density. The odds of this person testing positive for SARS-CoV-2 is estimated to be 0.19 (95% CI 0.16–0.22). ‡Estimated percentage of population density in a person’s ZIP code.