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Table 1 Baseline characteristics of U.S. patients presenting to the ED, stratified by medical imaging utilization, NHAMCS 2012–2016

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

 

All N(%)

No Imaging N(%)

Any imaging N(%)

X-Ray N(%)

CT Scan N(%)

P value

27,665

19,271(69.7)

8394(30.3)

6922(25.0)

1367(4.9)

 

Sex

 Female

13,542(48.9)

9606(70.9)

3936(29.1)

3170(23.4)

625(4.6)

< 0.0001

 Male

14,123(51.1)

9665(68.4)

4458(31.6)

3752(26.6)

742(5.3)

Age category

  < 1 year

3191(12.2)

2448(76.7)

743(23.3)

653(20.5)

68(2.1)

< 0.0001

 1–6 year

9447(36.2)

7400(78.3)

2047(21.7)

1829(19.4)

187(2.0)

 6–12 year

6390(24.5)

4325(67.7)

2065(32.3)

1759(27.5)

291(4.6)

 12–18 year

7033(27.0)

4118(58.6)

2915(41.4)

2271(32.3)

628(8.9)

Ethnic

 Hispanic

6776(24.5)

4908(72.4)

1868(27.6)

1516(22.4)

272(4.0)

< 0.0001

 Non-Hispanic

20,889(75.5)

14,363(68.8)

6526(31.2)

5406(25.9)

1095(5.2)

Race

 White

14,692(68.9)

9859(67.1)

4833(32.9)

3928(26.7)

902(6.1)

< 0.0001

 Black

5773(27.1)

4227(73.2)

1546(26.8)

1353(23.4)

180(3.1)

 Asian

557(2.6)

393(70.6)

164(29.4)

136(24.4)

19(3.4)

 Other

315(1.5)

231(73.3)

84(26.7)

71(22.5)

11(3.5)

Residence

 Private residence

26,783(99.2)

18,599(69.4)

8184(30.6)

6747(25.2)

1323(4.9)

0.1114

 Nursing home

36(0.1)

22(61.1)

14(38.9)

10(27.8)

7(19.4)

 Homeless

27(0.1)

20(74.1)

7(25.9)

6(22.2)

2(7.4)

 Other

156(0.6)

96(61.5)

60(38.5)

51(32.7)

12(7.7)

Insurance

 Private insurance

7572(29.7)

4819(63.6)

2753(36.4)

2193(29.0)

543(7.2)

< 0.0001

 Medicare

235(0.9)

156(66.4)

79(33.6)

61(26.0)

19(8.1)

 Medicaid or CHIP

15,448(60.6)

11,212(72.6)

4236(27.4)

3562(23.1)

569(3.7)

 Uninsured

1546(6.1)

1093(70.7)

453(29.3)

365(23.6)

81(5.2)

 Other

692(2.7)

459(66.3)

233(33.7)

200(28.9)

46(6.6)

Arrival by Ambulance

 No

25,059(93.6)

17,562(70.1)

7497(29.9)

6219(24.8)

1093(4.4)

< 0.0001

 Yes

1711(6.4)

1032(60.3)

679(39.7)

518(30.3)

247(14.4)

Visit year

 2012

6641(24.0)

4526(68.2)

2115(31.8)

1714(25.8)

393(5.9)

< 0.0001

 2013

5709(20.6)

4088(71.6)

1621(28.4)

1357(23.8)

240(4.2)

 2014

5906(21.3)

4193(71.0)

1713(29.0)

1425(24.1)

272(4.6)

 2015

4954(17.9)

3400(68.6)

1554(31.4)

1259(25.4)

262(5.3)

 2016

4455(16.1)

3064(68.8)

1391(31.2)

1167(26.2)

200(4.5)

Visit month

 Dec-Feb

6718(24.3)

4705(70.0)

2013(30.0)

1697(25.3)

305(4.5)

0.0006

 Mar-May

7055(25.5)

4866(69.0)

2189(31.0)

1820(25.8)

360(5.1)

 Jun-Aug

6745(24.4)

4815(71.4)

1930(28.6)

1562(23.2)

312(4.6)

 Sep-Nov

7147(25.8)

4885(68.4)

2262(31.6)

1843(25.8)

390(5.5)

Day of Week

 Sunday

4109(14.9)

2902(70.6)

1207(29.4)

1018(24.8)

168(4.1)

0.3082

 Monday

4478(16.2)

3117(69.6)

1361(30.4)

1110(24.8)

227(5.1)

 Tuesday

4008(14.5)

2781(69.4)

1227(30.6)

1010(25.2)

201(5.0)

 Wednesday

3805(13.8)

2668(70.1)

1137(29.9)

934(24.5)

192(5.0)

 Thursday

3808(13.8)

2613(68.6)

1195(31.4)

974(25.6)

201(5.3)

 Friday

3617(13.1)

2484(68.7)

1133(31.3)

940(26.0)

190(5.3)

 Saturday

3840(13.9)

2706(70.5)

1134(29.5)

936(24.4)

188(4.9)

Arrival time

 Morning

5529(20.4)

3857(69.8)

1672(30.2)

1368(24.7)

272(4.9)

0.0001

 Afternoon

7383(27.2)

5052(68.4)

2331(31.6)

1904(25.8)

385(5.2)

 Evening

5872(21.6)

3993(68.0)

1879(32.0)

1572(26.8)

292(5.0)

 Night

8344(30.8)

5936(71.1)

2408(28.9)

1996(23.9)

395(4.7)

Triage level

 Immediate and Emergent

1465(7.4)

921(62.9)

544(37.1)

414(28.3)

148(10.1)

< 0.0001

 Urgent and Semi-urgent

6746(33.9)

4100(60.8)

2646(39.2)

2000(29.6)

566(8.4)

 Nonurgent

11,698(58.8)

8669(74.1)

3029(25.9)

2737(23.4)

273(2.3)

Temperature

 36 C-38 C

22,667(86.9)

15,719(69.3)

6948(30.7)

5651(24.9)

1199(5.3)

0.8118

  < =36 C

684(2.6)

475(69.4)

209(30.6)

161(23.5)

39(5.7)

  > 38 C

2742(10.5)

1918(69.9)

824(30.1)

774(28.2)

43(1.6)

Diastolic BP

 60–80

11,502(41.6)

7482(65.0)

4020(35.0)

3225(28.0)

734(6.4)

< 0.0001

  < 60

13,541(48.9)

10,228(75.5)

3313(24.5)

2875(21.2)

396(2.9)

  > 80

2622(9.5)

1561(59.5)

1061(40.5)

822(31.4)

237(9.0)

Systolic BP

 80–120

11,152(40.3)

7604(68.2)

3548(31.8)

2873(25.8)

596(5.3)

< 0.0001

  < 80

10,238(37.0)

7966(77.8)

2272(22.2)

2047(20.0)

200(2.0)

  > 120

6275(22.7)

3701(59.0)

2574(41.0)

2002(31.9)

571(9.1)

Heart Rate

  < 60

7589(27.4)

4618(60.9)

2971(39.1)

2302(30.3)

607(8.0)

< 0.0001

 60–90

2687(9.7)

1979(73.7)

708(26.3)

584(21.7)

131(4.9)

  > 90

17,389(62.9)

12,674(72.9)

4715(27.1)

4036(23.2)

629(3.6)

Pulse Oximetry

  < 95

788(3.3)

444(56.3)

344(43.7)

316(40.1)

39(4.9)

< 0.0001

  > =95

23,430(96.7)

16,214(69.2)

7216(30.8)

5934(25.3)

1214(5.2)

Pain level

 Mild

9097(54.0)

7123(78.3)

1974(21.7)

1649(18.1)

300(3.3)

< 0.0001

 Moderate

4677(27.8)

2613(55.9)

2064(44.1)

1650(35.3)

364(7.8)

 Very severe

3062(18.2)

1608(52.5)

1454(47.5)

1152(37.6)

286(9.3)

Injury/poisoning

 Injury/trauma

8963(33.5)

4886(54.5)

4077(45.5)

3551(39.6)

703(7.8)

< 0.0001

 Overdose/poisoning

280(1.0)

241(86.1)

39(13.9)

37(13.2)

5(1.8)

 Adverse effect of medical/surgical treatment

296(1.1)

236(79.7)

60(20.3)

47(15.9)

17(5.7)

 Not related to any above

17,112(64.0)

13,111(76.6)

4001(23.4)

3119(18.2)

603(3.5)

 Questionable injury status

81(0.3)

66(81.5)

15(18.5)

10(12.3)

5(6.2)

72 h Revisit

 Yes

1029(4.1)

745(72.4)

284(27.6)

223(21.7)

53(5.2)

0.0429

 No

24,092(95.9)

16,728(69.4)

7364(30.6)

6053(25.1)

1201(5.0)

Cancer

 Yes

74(0.3)

45(60.8)

29(39.2)

23(31.1)

8(10.8)

0.0974

 No

27,591(99.7)

19,226

8365 (30.3)

6899 (35.9)

1359 (4.9)

Cerebral Cardiovascular disease

 Yes

16(0.1)

6(37.5)

10(62.5)

8(50.0)

6(37.5)

0.0051

 No

27,649(99.9)

19,265 (69.8)

8384(30.3)

6914(35.9)

1361 (4.9)

Congestive Heart Failure

 Yes

8(0.1)

3(37.5)

5(62.5)

4(50.0)

1(12.5)

0.0478

 No

27,657(99.9)

19,268(69.8)

8389(30.3)

6918(35.9)

1366 (4.9)

COPD

 Yes

135(0.5)

63(46.7)

72(53.3)

70(51.9)

1(0.7)

< 0.0001

 No

27,530(99.5)

19,208(69.8)

8322(30.3)

6852(35.7)

1366 (5.0)

HIV

 Yes

17(0.1)

13(76.5)

4(23.5)

3(17.6)

1(5.9)

0.5411

 No

27,648(99.9)

19,258(69.8)

8390(30.3)

6919(35.9)

1366 (5.0)

  1. Note: Missing value for systolic and diastolic blood pressure, arrival by ambulance, patient’s residence type, arrival time, and whether the visit is related to injury/poisoning is lower than 5%. Missing values for body temperature, heart rate, pulse oximetry, source of payment, episode of care, 72 h revisit are between 10 and 15%. Missing values for pain level is 38%, and triage level pain scale is 64%