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Table 2 Demographic variables of the study population

From: Improved performance of machine learning models in predicting length of stay, discharge disposition, and inpatient mortality after total knee arthroplasty using patient-specific variables

 

n = 305,577

Age of Patient in Years: Mean (Mean Standard Error)

66.51 (0.017)

Biological Sex of Patient

 Male

117,406 (38.4%)

 Female

188,068 (61.6%)

Primary Payor

 Medicare

174,756 (57.2%)

 Medicaid

13,334 (4.4%)

 Private insurance

106,410 (34.8%)

 Others

11,077 (3.6%)

Race of Patient

 White

237,015 (77.6%)

 African American

23,930 (7.8%)

 Hispanic

17,729 (5.8%

 Asian or Pacific Islander

4,484 (1.5%)

 Native American

1,243 (0.4%)

 Other or Unknown

21,176 (6.92%)

Median household income national quartile for patient ZIP Code

 0–25th percentile

67,060 (21.9%)

 26th to 50th percentile (median)

80,117 (26.2%)

 51st to 75th percentile

81,480 (26.7%)

 76th to 100th percentile

72,468 (23.7%)

 Unknown

4,452 (1.5%)

Bedsize of Hospital

 Small

91,630 (30%)

 Medium

87,561 (28.7%)

 Large

126,386 (41.4%)

Location/Teaching Status

 Rural

31,225 (10.2%)

 Urban Non-teaching

88,872 (29.1%)

 Urban Teaching

185,480 (60.7%)

Region of hospital

 Northeast

53,637 (17.6%)

 Midwest

81,590 (26.7%)

 South

109,736 (35.9%)

 West

60,614 (19.8%)

Control/ownership of hospital (STRATA)

 Government, non-federal

25,371 (8.3%)

 Private, not-for-profit

229,407 (75.1%)

 Private, investor-owned

50,799 (16.6%)

Census Division of hospital

 New England

15,200 (5%)

 Middle Atlantic

38,437 (12.6%)

 East North Central

54,530 (17.8%)

 West North Central

27,060 (8.9%)

 South Atlantic

57,054 (18.7%)

 East South Central

20,712 (6.8%)

 West South Central

31,970 (10.5%)

 Mountain

23,494 (7.7%)

 Pacific

37,120 (12.1%)

Patient Location: NCHS Urban–Rural Code

 Central counties of metro areas of  ≥1 million population

68,832 (22.5%)

 Fringe counties of metro areas of  ≥1 million population

77,277 (25.3%)

 Counties in metro areas of 250,000–999,999 population

67,499 (22.1%)

 Counties in metro areas of 50,000–249,999 population

32,350 (10.6%)

 Micropolitan counties

33,621 (11%)

 Not metropolitan or micropolitan counties

25,702 (8.4%)

 Unknown

296 (0.1%)

APRDRG Risk Mortality

 1- Minor likelihood of dying

252,204 (82.53%)

 2- Moderate likelihood of dying

45,567 (14.91%)

 3- Major likelihood of dying

6,529 (2.14%)

 4- Extreme likelihood of dying

1,275 (042%)

APRDRG Severity

 1- Minor loss of function (includes cases with no comorbidity or complications)

156,092 (51.08%)

 2- Moderate loss of function

134,776 (44.11%)

 3- Major loss of function

13,748 (4.5%)

 4- Extreme loss of function

959 (0.31%)

Number of Diagnosis (Mean Standard Error)

8.645 (0.009)

Month of Procedure

 January

26,732 (8.75%)

 February

25,452 (8.33%)

 March

25,874 (8.47%)

 April

23,742 (7.77%)

 May

25,437 (8.32%)

 June

26,219 (8.58%)

 July

21,861 (7.15%)

 August

25,585 (8.37%)

 September

23,868 (7.81%)

 October

28,356 (9.28%)

 November

27,730 (9.07%)

 December

24,657 (8.07%)

Died during hospitalization

87 (0.1%)

Disposition of patients

 Discharged to Home

109,511 (35.8%)

 Transfer to Short-term Hospital

736 (0.2%)

 Transfer to Facility

60,768 (19.9%)

 Home Health Care (HHC)

133,989 (43.8%)

 Against Medical Advice (AMA) and Unknown

486 (0.2%)

Length of Stay (Mean Standard Error)

2.41 (0.003)