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Table 2 Adjusted odds ratio of characteristics associated with the use of diagnostic imaging studies during the emergency department visit (vs. no imaging use), NHAMCS 2012–2016

From: Use of natural language processing to improve predictive models for imaging utilization in children presenting to the emergency department

 

Any imaging

X-Ray

CT Scan

Crude

Adjusted

Crude

Adjusted

Crude

Adjusted

Male vs Female

1.13(1.07–1.19)

1.03(0.92–1.15)

1.18(1.12–1.25)

1.01(0.91–1.13)

1.15(1.03–1.28)

1.20(0.97–1.50)

Age category

  < 1 year

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 1–6 year

0.91(0.83–1.00)

0.58(0.47–0.72)

0.93(0.84–1.03)

0.62(0.50–0.77)

0.93(0.70–1.23)

0.83(0.44–1.54)

 6–12 year

1.57(1.43–1.73)

0.76(0.60–0.96)

1.48(1.33–1.64)

0.78(0.61–0.99)

2.19(1.68–2.86)

1.44(0.77–2.69)

 12–18 year

2.33(2.12–2.56)

0.84(0.66–1.08)

1.85(1.68–2.05)

0.79(0.61–1.03)

4.50(3.49–5.80)

1.91(1.01–3.62)

Non-Hispanic vs Hispanic

1.19(1.12–1.27)

1.21(1.05–1.40)

1.21(1.14–1.29)

1.16(1.00–1.35)

1.32(1.16–1.52)

1.32(0.98–1.79)

Race

 White

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 Black

0.75(0.70–0.80)

0.88(0.77–1.00)

0.84(0.78–0.90)

1.03(0.90–1.18)

0.49(0.42–0.58)

0.44(0.32–0.61)

 Asian

0.85(0.71–1.03)

1.29(0.94–1.76)

0.89(0.73–1.08)

1.22(0.88–1.68)

0.54(0.34–0.86)

0.60(0.28–1.26)

 Other

0.74(0.58–0.95)

0.65(0.43–0.99)

0.80(0.61–1.04)

0.79(0.52–1.20)

0.55(0.30–1.01)

0.45(0.16–1.28)

Residence

 Private residence

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 Nursing home

1.45(0.74–2.83)

2.01(0.58–7.04)

1.14(0.55–2.37)

2.14(0.61–7.54)

4.65(2.03–10.62)

2.26(0.42–12.21)

 Homeless

0.80(0.34–1.88)

0.87(0.11–6.93)

0.85(0.34–2.10)

1.48(0.21–10.60)

1.54(0.36–6.51)

1.46(0.09–23.04)

 Other

1.42(1.03–1.96)

0.62(0.32–1.22)

1.44(1.03–2.02)

0.67(0.33–1.36)

1.60(0.89–2.90)

0.35(0.08–1.56)

Insurance

 Private insurance

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 Medicare

0.89(0.67–1.17)

1.16(0.68–1.98)

0.86(0.64–1.16)

0.99(0.56–1.74)

1.14(0.71–1.84)

2.61(1.17–5.81)

 Medicaid or CHIP

0.66(0.62–0.70)

0.82(0.73–0.92)

0.74(0.69–0.78)

0.88(0.78–0.99)

0.50(0.44–0.56)

0.75(0.60–0.95)

 Uninsured

0.73(0.64–0.82)

0.82(0.65–1.03)

0.76(0.67–0.86)

0.86(0.68–1.09)

0.72(0.56–0.91)

0.80(0.51–1.26)

 Other

0.89(0.75–1.05)

1.10(0.79–1.52)

1.00(0.84–1.18)

1.27(0.91–1.76)

0.92(0.68–1.26)

0.70(0.34–1.44)

Arrival by Ambulance

 Yes vs No

1.54(1.39–1.70)

1.19(0.96–1.49)

1.32(1.18–1.46)

1.04(0.83–1.30)

3.70(3.19–4.29)

2.40(1.75–3.31)

Visit year

 2012

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 2013

0.85(0.79–0.92)

0.73(0.63–0.86)

0.90(0.83–0.97)

0.75(0.63–0.88)

0.70(0.59–0.82)

0.72(0.53–1.00)

 2014

0.87(0.81–0.94)

0.79(0.68–0.93)

0.91(0.84–0.99)

0.80(0.68–0.94)

0.77(0.66–0.90)

0.76(0.55–1.04)

 2015

0.98(0.90–1.06)

0.89(0.76–1.06)

0.98(0.90–1.07)

0.89(0.75–1.05)

0.89(0.76–1.04)

0.98(0.71–1.34)

 2016

0.97(0.90–1.05)

1.01(0.85–1.19)

1.02(0.94–1.11)

1.14(0.96–1.34)

0.75(0.63–0.89)

0.67(0.47–0.94)

Visit month

 Dec-Feb

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 Mar-May

1.05(0.98–1.13)

1.15(0.99–1.33)

1.03(0.95–1.11)

1.05(0.90–1.22)

1.13(0.97–1.32)

1.46(1.07–1.98)

 Jun-Aug

0.94(0.87–1.01)

0.83(0.71–0.97)

0.89(0.82–0.97)

0.77(0.66–0.90)

1.02(0.87–1.20)

0.95(0.68–1.34)

 Sep-Nov

1.08(1.01–1.16)

1.00(0.87–1.16)

1.03(0.95–1.11)

0.86(0.74–1.00)

1.21(1.04–1.42)

1.43(1.05–1.93)

Day of Week

 Sunday

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 Monday

1.05(0.96–1.15)

0.96(0.79–1.15)

1.00(0.91–1.10)

0.91(0.75–1.10)

1.25(1.02–1.54)

0.93(0.63–1.37)

 Tuesday

1.06(0.97–1.17)

1.17(0.97–1.42)

1.02(0.93–1.13)

1.20(0.99–1.46)

1.24(1.00–1.53)

0.99(0.67–1.47)

 Wednesday

1.03(0.93–1.13)

0.99(0.81–1.20)

0.99(0.89–1.09)

0.93(0.76–1.14)

1.25(1.01–1.54)

1.08(0.73–1.60)

 Thursday

1.10(1.00–1.21)

1.01(0.83–1.23)

1.04(0.94–1.16)

0.94(0.77–1.15)

1.31(1.06–1.61)

1.28(0.88–1.86)

 Friday

1.10(1.00–1.21)

0.93(0.76–1.14)

1.07(0.96–1.18)

0.98(0.80–1.20)

1.30(1.05–1.61)

0.85(0.56–1.29)

 Saturday

1.01(0.92–1.11)

0.84(0.69–1.02)

0.98(0.88–1.08)

0.85(0.70–1.05)

1.21(0.98–1.49)

0.96(0.64–1.44)

Arrival time

 Morning

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 Afternoon

1.06(0.99–1.15)

0.96(0.82–1.12)

1.06(0.98–1.15)

0.90(0.77–1.06)

1.06(0.91–1.25)

1.18(0.86–1.62)

 Evening

1.09(1.00–1.18)

0.87(0.74–1.03)

1.11(1.02–1.21)

0.87(0.74–1.03)

1.01(0.85–1.20)

0.98(0.70–1.37)

 Night

0.94(0.87–1.01)

0.89(0.77–1.04)

0.96(0.88–1.04)

0.88(0.75–1.03)

0.96(0.82–1.13)

1.06(0.77–1.46)

Triage level

 Immediate and Emergent

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 Urgent and Semi-urgent

1.09(0.97–1.23)

1.07(0.86–1.33)

1.07(0.94–1.21)

1.11(0.88–1.40)

0.82(0.67–0.99)

0.93(0.66–1.32)

 Nonurgent

0.59(0.53–0.66)

0.53(0.43–0.60)

0.78(0.69–0.88)

0.78(0.62–0.98)

0.21(0.17–0.26)

0.23(0.16–0.33)

Temperature

 36 C-38 C

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

  < =36 C

1.00(0.84–1.17)

0.77(0.55–1.09)

0.93(0.78–1.11)

0.77(0.53–1.10)

1.08(0.78–1.50)

1.21(0.66–2.21)

  > 38 C

0.97(0.89–1.06)

1.79(1.48–2.16)

1.18(1.08–1.29)

2.04(1.69–2.48)

0.29(0.21–0.39)

0.67(0.39–1.16)

Diastolic BP

 60–80

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

  < 60

0.60(0.57–0.64)

1.08(0.91–1.28)

0.69(0.65–0.73)

1.01(0.85–1.21)

0.44(0.39–0.50)

1.12(0.81–1.55)

  > 80

1.27(1.16–1.38)

1.12(0.94–1.34)

1.17(1.07–1.29)

1.09(0.91–1.31)

1.46(1.25–1.70)

0.99(0.72–1.35)

Systolic BP

 80–120

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

  < 80

0.61(0.58–0.65)

0.83(0.68–1.00)

0.72(0.68–0.77)

0.93(0.76–1.14)

0.35(0.30–0.42)

0.70(0.45–1.08)

  > 120

1.49(1.40–1.59)

1.02(0.89–1.18)

1.35(1.26–1.45)

0.99(0.86–1.15)

1.77(1.57–2.00)

1.08(0.83–1.40)

Heart Rate

 60–90

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

  < 60

0.56(0.50–0.61)

1.03(0.78–1.36)

0.64(0.58–0.71)

1.27(0.96–1.68)

0.59(0.49–0.72)

0.90(0.54–1.49)

  > 90

0.58(0.55–0.61)

0.89(0.79–1.01)

0.69(0.65–0.74)

1.02(0.89–1.16)

0.43(0.39–0.48)

0.89(0.70–1.13)

Pulse Oximetry

  > =95 vs < 95

0.57(0.50–0.66)

0.61(0.45–0.82)

0.51(0.44–0.59)

0.51(0.38–0.68)

1.05(0.76–1.45)

1.11(0.57–2.18)

Pain level

 Mild

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 Moderate

2.85(2.64–3.08)

2.15(1.90–2.44)

2.46(2.27–2.67)

1.97(1.73–2.24)

2.48(2.12–2.90)

1.72(1.32–2.22)

 Very severe

3.26(2.99–3.56)

2.70(2.32–3.13)

2.72(2.49–2.98)

2.33(2.00–2.72)

3.02(2.56–3.57)

1.94(1.45–2.59)

Injury/poisoning

 Injury/trauma

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

Reference [1]

 Overdose/poisoning

0.19(0.14–0.27)

0.18(0.09–0.34)

0.23(0.16–0.33)

0.24(0.12–0.46)

0.21(0.09–0.52)

0.23(0.05–0.96)

 Adverse effect of medical/surgical treatment

0.31(0.23–0.41)

0.20(0.11–0.37)

0.29(0.21–0.39)

0.21(0.11–0.41)

0.72(0.44–1.18)

0.67(0.23–1.91)

 Not related to any above

0.37(0.35–0.39)

0.32(0.28–0.36)

0.34(0.32–0.36)

0.28(0.24–0.31)

0.43(0.38–0.48)

0.60(0.48–0.76)

 Questionable injury status

0.27(0.16–0.48)

0.39(0.10–1.49)

0.22(0.11–0.42)

0.11(0.02–0.90)

0.77(0.31–1.92)

5.68(1.14–28.22)

72 h Revisit

 No vs Yes

1.16(1.01–1.33)

1.11(0.83–1.49)

1.21(1.04–1.41)

1.21(0.89–1.65)

0.97(0.73–1.28)

0.89(0.51–1.56)

Cancer

1.48(0.93–2.36)

1.31(0.30–5.78)

1.35(0.83–2.22)

0.67(0.14–3.24)

2.34(1.12–4.89)

2.85(0.46–17.53)

Cerebral Cardiovascular disease

3.81(1.39–10.48)

–

2.99(1.12–7.98)

–

11.59(4.21–31.93)

–

COPD

2.64(1.88–3.70)

5.85(2.89–11.85)

3.25(2.32–4.56)

7.87(3.91–15.84)

0.14(0.02–1.02)

–

Congestive Heart Failure

3.81(0.91–15.93)

–

2.99(0.75–11.96)

–

2.76(0.34–22.38)

–

HIV

0.71(0.23–2.17)

–

0.64(0.19–2.24)

6.55(0.51–83.75)

1.20(0.16–9.07)

2.81(0.16–50.30)