Table 2 Basic characteristics of the benchmark dataset. Continuous variables are presented as mean (SD); binary or categorical variables are presented as count (%); more variables are described in Supplementary eTableĀ 2.

From: Benchmarking emergency department prediction models with machine learning and public electronic health records

Ā 

Overall

Outcomes

Hospitalization outcome

Critical outcomes

72-hour ED reattendance

Discharge

Hospitalized

# Emergency visits

441,437

232,461

208,976

26,174

15,299

Demographic

Age

52.80 (20.60)

46.29 (19.36)

60.03 (19.50)

65.43 (17.85)

50.40 (18.70)

Gender

Ā Female

239794 (54.3%)

133874 (57.6%)

105920 (50.7%)

12168 (46.5%)

7068 (46.2%)

Ā Male

201643 (45.7%)

98587 (42.4%)

103056 (49.3%)

14006 (53.5%)

8231 (53.8%)

Emergency Severity Index

Ā Level 1

25363 (5.7%)

5349 (2.3%)

20014 (9.6%)

8888 (34.0%)

462 (3.0%)

Ā Level 2

147178 (33.3%)

45445 (19.5%)

101733 (48.7%)

14099 (53.9%)

3838 (25.1%)

Ā Level 3

237565 (53.8%)

151843 (65.3%)

85722 (41.0%)

3176 (12.1%)

9849 (64.4%)

Ā Level 4

30160 (6.8%)

28704 (12.3%)

1456 (0.7%)

11 (0.0%)

1091 (7.1%)

Ā Level 5

1171 (0.3%)

1120 (0.5%)

51 (0.0%)

0 (0.0%)

59 (0.4%)

Chief complaints

Chest pain

30756 (7.0%)

13790 (5.9%)

16966 (8.1%)

1107 (4.2%)

907 (5.9%)

Abdominal pain

50868 (11.5%)

25801 (11.1%)

25067 (12.0%)

1711 (6.5%)

1961 (12.8%)

Headache

16601 (3.8%)

11967 (5.1%)

4634 (2.2%)

620 (2.4%)

627 (4.1%)

Shortness of breath

1285 (0.3%)

402 (0.2%)

883 (0.4%)

213 (0.8%)

24 (0.2%)

Back pain

17625 (4.0%)

12369 (5.3%)

5256 (2.5%)

282 (1.1%)

621 (4.1%)

Cough

9269 (2.1%)

5293 (2.3%)

3976 (1.9%)

411 (1.6%)

244 (1.6%)

Nausea/vomiting

10666 (2.4%)

5606 (2.4%)

5060 (2.4%)

466 (1.8%)

401 (2.6%)

Fever/chills

15267 (3.5%)

4651 (2.0%)

10616 (5.1%)

1427 (5.5%)

398 (2.6%)

Syncope

8198 (1.9%)

4409 (1.9%)

3789 (1.8%)

359 (1.4%)

167 (1.1%)

Dizziness

10928 (2.5%)

6337 (2.7%)

4591 (2.2%)

365 (1.4%)

287 (1.9%)

Information collected at triage

Temperature (Celsius)

36.71 (0.54)

36.68 (0.49)

36.75 (0.59)

36.75 (0.66)

36.69 (0.51)

Mean arterial pressure (mmHg)

96.59 (14.86)

97.55 (13.84)

95.51 (15.86)

92.08 (17.86)

97.91 (14.77)

Heart rate (bpm)

85.05 (17.46)

83.90 (16.32)

86.32 (18.56)

90.74 (20.93)

87.07 (16.94)

Respiratory rate (bpm)

17.57 (2.49)

17.30 (2.11)

17.87 (2.83)

18.91 (4.32)

17.42 (2.16)

Oxygen saturation (%)

98.40 (2.42)

98.80 (2.00)

97.95 (2.75)

97.30 (3.70)

98.39 (2.51)

Systolic blood pressure (mmHg)

134.84 (22.14)

135.14 (20.67)

134.51 (23.67)

129.17 (26.21)

135.09 (21.79)

Diastolic blood pressure (mmHg)

77.46 (14.71)

78.76 (13.76)

76.01 (15.57)

73.53 (16.46)

79.33 (14.62)

Pain scale

4.15 (3.60)

4.67 (3.58)

3.58 (3.54)

3.08 (3.02)

4.74 (3.78)