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Table 1 Demographic characteristics of patients who visited the ED of CMUH (N = 172101)

From: Using machine learning and natural language processing in triage for prediction of clinical disposition in the emergency department

Variables

 

Variables

 

Age, mean ± SD

52.32 (20.13)

Comorbidity, No. (%)

 

Sex-female, No. (%)

91961 (54.11%)

Diabetes mellitus

28693 (16.67)

Body mass index, mean ± SD

24.43 (35.37)

Hypertension

46255 (26.88)

Vital signs, mean ± SD

 

Congestive heart failure

1851 (1.08)

 Respiratory rate (per min)

20.29 (2.12)

Ischemic heart disease

5115 (2.97)

 SBP (mmHg)

135.21 (25.77)

End-stage renal disease

5572 (3.24)

 DBP (mmHg)

84.59 (17.01)

Liver cirrhosis

2834 (1.65)

 Heart rate (bpm),

91.86 (21.05)

COPD

1793 (1.04)

 Shock index

0.71 (0.35)

Malignancy

18361 (10.67)

 Body temperature (C)

36.96 (2.17)

Pregnancy, No. (%)

2554 (1.48)

Consciousness, No. (%)

 

Intensive ED visits, No. (%)

 

 Alert

7173 (4.17)

Over twice in a week

12986 (7.55)

 Non-alert

164928 (95.83)

Over 3 times in a month

7742 (4.50)

Indwelling tube, No. (%)

 

72-hour ED return, No. (%)

3181 (1.87)

 CVC

52 (0.03)

24-hour ED return, No. (%)

996 (0.58)

 Endo

721 (0.42)

System of complaints, No. (%)

 

 Tracheostomy

1133 (0.67)

Gastrointestinal-related

48565 (28.22)

 A-line

13 (0.01)

Neurological-related

29124 (16.92)

 Drainage tube

232 (0.14)

General and others

25337 (14.72)

 Nasogastric tube

3441 (2.02)

Cardiovascular-related

20488 (11.90)

 FOLEY catheter

2392 (1.41)

Respiratory-related

14318 (8.32)

Transferred, No. (%)

18616 (10.82)

Urological-related

9875 (5.74)

Usage of ambulance, No. (%)

21427 (12.45)

Dermatologic-related

9081 (5.28)

Triage, No. (%)

 

Musculoskeletal-related

5735 (3.33)

 1

8061 (4.68)

Ear, Nose, and Throat

4936 (2.87)

 2

35050 (20.37)

Other

4643 (2.70)

 3

115202 (66.94)

Disposition, No. (%)

 

 4

12925 (7.51)

Primary outcomea

6427 (3.73)

 5

863 (0.50)

Secondary admissionb

39796 (23.12)

Request for an ED Bed, No (%)

30325 (17.62)

Discharge

125878 (73.14)

Fever, No. (%)

32210 (18.72)

  
  1. CMUH China Medical University Hospital, COPD Chronic obstructive pulmonary disease, CVC Central venous catheter, DBP Diastolic blood pressure, ED Emergency department, SBP Systolic blood pressure, SD Standard deviation
  2. aAdmission to intensive care unit or in-hospital cardiac arrest in emergency department
  3. bAdmission to general ward or transfer to other hospital