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. 2021 Oct 5;38(11):5557–5595. doi: 10.1007/s12325-021-01887-4

Table 4.

Predictors for COVID-19 ICU costs and length of stay—multivariate log-linear regression analysis

Total ICU Cost ($)
(N = 67,256)
ICU LOS (Days)
(N = 84,779)a
ICU Cost/Day ($)
(N = 67,256)
Variables LS mean
(95% CI)
LS mean difference
(95% CI)
P-value LS mean
(95% CI)
LS mean difference
(95% CI)
P-value LS mean
(95% CI)
LS mean difference
(95% CI)
P-value
Sex
 Female

24,014

(23,304, 24,745)

Reference

7

(7, 7)

Reference

3913

(3835, 3991)

Reference
 Male

25,911

(25,129, 26,718)

1897

(1590, 2205)

 < 0.0001

7

(7, 8)

0

(0, 0)

 < 0.0001

3992

(3912, 4074)

79

(47, 112)

 < 0.0001
Age groups
 18–29 years

23,554

(22,563, 24,589)

Reference

6

(6, 6)

Reference

4665

(4533, 4800)

Reference
 30–39 years

24,625

(23,736, 25,547)

1070

(86, 2056)

0.0331

7

(7, 7)

1

(1, 1)

 < 0.0001

4232

(4129, 4336)

− 433

(− 554, − 312)

 < 0.0001
 40–49 years

25,169

(24,360, 26,005)

1615

(687, 2543)

0.0006

7

(7, 7)

1

(1, 2)

 < 0.0001

4089

(4001, 4179)

− 576

(− 687, − 464)

 < 0.0001
 50–59 years

27,274

(26,462, 28,110)

3720

(2785, 4656)

 < 0.0001

8

(8, 8)

2

(2, 2)

 < 0.0001

4027

(3947, 4108)

− 638

(− 745, − 531)

 < 0.0001
 60–69 years

27,721

(26,910, 28,555)

4167

(3205, 5129)

 < 0.0001

8

(8, 8)

2

(2, 2)

 < 0.0001

3953

(3876, 4031)

− 712

(− 820, − 604)

 < 0.0001
 70–79 years

26,981

(26,145, 27,844)

3427

(2426, 4429)

 < 0.0001

8

(8, 8)

2

(2, 2)

 < 0.0001

3821

(3742, 3902)

− 844

(− 956, − 731)

 < 0.0001
 80–89 years

23,661

(22,892, 24,456)

107

(− 867, 1,081)

0.8292

7

(7, 8)

1

(1, 2)

 < 0.0001

3606

(3527, 3686)

− 1,059

(− 1173, − 945)

 < 0.0001
 ≥ 90 years

21,275

(19,335, 23,409)

− 2279

(− 4505, − 59)

0.0442

7

(7, 8)

1

(1, 2)

 < 0.0001

3363

(3155, 3584)

− 1,302

(− 1568, − 1037)

 < 0.0001
Census regions
 Midwest

22,931

(22,207, 23,679)

Reference

7

(7, 8)

Reference

3438

(3366, 3512)

Reference
 Northeast

27,038

(26,108, 28,002)

4107

(3506, 4709)

 < 0.0001

6

(6, 7)

− 1

(− 1, − 1)

 < 0.0001

5575

(5446, 5707)

2,136

(2,062, 2,210)

 < 0.0001
 South

22,474

(21,802, 23,166)

− 458

(− 836, − 79)

0.0177

7

(7, 7)

0

(0, 0)

 < 0.0001

3499

(3429, 3571)

61

(23, 99)

0.0018
 West

27,786

(26,874, 28,729)

4855

(4261, 5450)

 < 0.0001

8

(8, 8)

1

(0, 1)

 < 0.0001

3637

(3558, 3718)

199

(146, 252)

 < 0.0001
Urban
 Rural

23,522

(22,756, 24,313)

Reference

7

(7, 7)

Reference

3774

(3692, 3858)

Reference
 Urban

26,453

(25,690, 27,239)

2932

(2450, 3413)

 < 0.0001

7

(7, 8)

0

(0, 1)

 < 0.0001

4138

(4059, 4220)

364

(313, 415)

 < 0.0001
Race
 Asian

27,620

(26,302, 29,004)

Reference

8

(7, 8)

Reference

4067

(3937, 4201)

Reference
 Black

23,101

(22,379, 23,847)

− 4519

(− 5584, − 3455)

 < 0.0001

7

(7, 7)

− 1

(− 1, 0)

 < 0.0001

3799

(3720, 3880)

− 268

(− 378, − 158)

 < 0.0001
 Caucasian

23,459

(22,817, 24,120)

− 4161

(− 5200, − 3124)

 < 0.0001

7

(7, 7)

0

(− 1, 0)

0.0006

3760

(3692, 3831)

− 307

(− 412, − 201)

 < 0.0001
 Other

25,866

(25,063, 26,695)

− 1754

(− 2921, − 587)

0.0032

7

(7, 8)

0

(− 1, 0)

0.0885

4198

(4111, 4287)

131

(11, 251)

0.0318
Ethnicity
 Hispanic

27,080

(26,182, 28,009)

Reference

8

(8, 8)

Reference

3933

(3846, 4022)

Reference
 Not Hispanic

23,772

(23,081, 24,484)

− 3308

(− 3764, − 2853)

 < 0.0001

7

(6, 7)

− 1

(− 1, − 1)

 < 0.0001

4003

(3925, 4082)

70

(23, 117)

0.0036
 Unknown

24,110

(23,349, 24,897)

− 2970

(− 3537, − 2403)

 < 0.0001

7

(7, 8)

0

(− 1, 0)

 < 0.0001

3921

(3839, 4005)

− 12

(− 68, 45)

0.6868
Payor
 Commercial

25,219

(24,422, 26,041)

Reference

7

(7, 8)

Reference

3894

(3812, 3978)

Reference
 Medicaid

26,376

(25,520, 27,261)

1158

(614, 1,701)

 < 0.0001

8

(7, 8)

0

(0, 0)

 < 0.0001

4055

(3967, 4144)

161

(105, 216)

 < 0.0001
 Medicare

23,161

(22,468, 23,875)

−2058

(-−2,516, -1600)

 < 0.0001

7

(7, 7)

-1

(-1, 0)

 < 0.0001

3849

(3772, 3927)

-45

(-94, 4)

0.0718
 Other

25,131

(24,249, 26,045)

-− 88

(−686, 511)

0.7740

7

(7, 7)

0

(0, 0)

0.0416

4014

(3920, 4111)

120

(58, 183)

0.0002
Comorbidities

 Asthma

(without)

24,460

(23,764, 25,176)

Reference

7

(7, 7)

Reference

3969

(3894, 4046)

Reference

 Asthma

(with)

25,439

(24,594, 26,313)

979

(471, 1488)

0.0002

7

(7, 8)

0

(0, 0)

 < 0.0001

3935

(3848, 4024)

− 34

(− 88, 19)

0.2108

 Autoimmune diseases

(without)

24,583

(23,939, 25,244)

Reference

7

(7, 7)

Reference

3964

(3895, 4035)

Reference

 Autoimmune diseases

(with)

25,312

(24,351, 26,310)

729

(− 8, 1466)

0.0524

7

(7, 8)

0

(0, 0)

0.0858

3940

(3840, 4043)

− 24

(− 102, 54)

0.5429

 COPD

(without)

25,493

(24,756, 26,251)

Reference

7

(7, 8)

Reference

3973

(3897, 4051)

Reference

 COPD

(with)

24,408

(23,631, 25,211)

− 1084

(− 1503, − 666)

 < 0.0001

7

(7, 7)

0

(0, 0)

 < 0.0001

3931

(3848, 4017)

− 42

(− 86, 2)

0.0631

 Hypertension

(without)

24,814

(24,044, 25,609)

Reference

7

(7, 7)

Reference

3954

(3872, 4038)

Reference

 Hypertension

(with)

25,076

(24,338, 25,837)

262

(− 126, 651)

0.1852

7

(7, 7)

0

(0, 0)

0.0669

3950

(3872, 4030)

− 4

(− 45, 38)

0.8560

 Diabetes

(without)

24,531

(23,799, 25,284)

Reference

7

(7, 7)

Reference

3962

(3883, 4042)

Reference

 Diabetes

(with)

25,366

(24,604, 26,151)

835

(518, 1152)

 < 0.0001

7

(7, 8)

0

(0, 0)

 < 0.0001

3942

(3863, 4023)

− 20

(− 53, 14)

0.2499

 Obesity

(without)

23,725

(23,021, 24,451)

Reference

7

(7, 7)

Reference

4020

(3941, 4102)

Reference

 Obesity

(with)

26,227

(25,432, 27,046)

2502

(2169, 2835)

 < 0.0001

8

(7, 8)

1

(1, 1)

 < 0.0001

3885

(3806, 3965)

− 135

(− 170, − 100)

 < 0.0001
Levels of care
 ACTT OS 3/4

14,119

(13,686, 14,567)

Reference

4

(4, 5)

Reference

3568

(3494, 3643)

Reference
 ACTT OS 5

17,967

(17,408, 18,544)

3847

(3591, 4104)

 < 0.0001

6

(6, 6)

2

(1, 2)

 < 0.0001

3345

(3275, 3416)

− 223

(− 260, − 186)

 < 0.0001
 ACTT OS 6

26,868

(25,964, 27,804)

12,749

(12,305, 13,194)

 < 0.0001

7

(7, 8)

3

(3, 3)

 < 0.0001

4142

(4048, 4237)

574

(518, 630)

 < 0.0001
 ACTT OS 7

56,804

(55,039, 58,625)

42,685

(42,032, 43,341)

 < 0.0001

14

(13, 14)

9

(9, 9)

 < 0.0001

4936

(4834, 5040)

1368

(1316, 1421)

 < 0.0001
Teaching status
 Academic

25,390

(24,618, 26,187)

Reference

7

(7, 7)

Reference

4106

(4023, 4191)

Reference
 Community

24,507

(23,778, 25,257)

− 883

(− 1235, − 532)

 < 0.0001

7

(7, 8)

0

(0, 0)

0.0006

3804

(3728, 3881)

− 302

(− 339, − 265)

 < 0.0001
Hospital size
 0–99 beds

29,747

(28,569, 30,973)

Reference

7

(6, 7)

Reference

5039

(4906, 5176)

Reference
 100–299 beds

23,956

(23,237, 24,697)

− 5791

(− 6627, − 4957)

 < 0.0001

7

(7, 7)

1

(0, 1)

 < 0.0001

3809

(3733, 3887)

− 1230

(− 1322, − 1138)

 < 0.0001
 300–499 beds

22,906

(22,203, 23,632)

− 6841

(− 7689, − 5995)

 < 0.0001

7

(7, 8)

1

(1, 1)

 < 0.0001

3560

(3486, 3634)

− 1479

(− 1572, − 1387)

 < 0.0001
 500 + beds

23,719

(22,995, 24,465)

− 6028

(− 6910, − 5149)

 < 0.0001

8

(8, 8)

1

(1, 1)

 < 0.0001

3570

(3497, 3645)

− 1469

(− 1563, − 1374)

 < 0.0001
Discharge status
 Home

17,190

(16,702, 17,692)

Reference

5

(5, 5)

Reference

3610

(3541, 3680)

Reference
 Dead

23,639

(22,932, 24,367)

6449

(6045, 6854)

 < 0.0001

6

(6, 6)

1

(1, 1)

 < 0.0001

4371

(4283, 4461)

762

(708, 815)

 < 0.0001
 Hospice

25,840

(24,156, 27,642)

8650

(7303, 10,006)

 < 0.0001

7

(7, 8)

2

(2, 3)

 < 0.0001

4024

(3848, 4209)

414

(255, 574)

 < 0.0001
 Inpatient Rehabilitation Facility

24,041

(23,161, 24,955)

6851

(6270, 7435)

 < 0.0001

7

(7, 7)

2

(1, 2)

 < 0.0001

4185

(4083, 4289)

575

(501, 649)

 < 0.0001
 Long-term Hospital Care

38,707

(36,927, 40,573)

21,517

(20,398, 22,645)

 < 0.0001

12

(12, 13)

7

(7, 7)

 < 0.0001

3693

(3579, 3810)

83

(− 15, 180)

0.0955
 Others

24,082

(23,343, 24,844)

6892

(6499, 7285)

 < 0.0001

7

(7, 7)

2

(1, 2)

 < 0.0001

4018

(3935, 4102)

408

(359, 456)

 < 0.0001
 Skilled Nursing Facility

25,539

(24,709, 26,398)

8349

(7884, 8816)

 < 0.0001

8

(8, 8)

3

(2, 3)

 < 0.0001

3820

(3737, 3905)

210

(156, 264)

 < 0.0001
Admission month
 April

27,736

(26,876, 28,624)

Reference

8

(8, 8)

Reference

3945

(3863, 4029)

Reference
 May

29,746

(28,782, 30,743)

2010

(1342, 2679)

 < 0.0001

8

(8, 9)

0

(0, 1)

0.0004

4040

(3952, 4129)

94

(32, 156)

0.0029
 June

27,088

(26,206, 27,999)

− 648

(− 1297, 0)

0.0500

8

(8, 8)

0

(0, 0)

0.1825

3883

(3798, 3969)

− 62

(− 124, 0)

0.0489
 July

25,275

(24,497, 26,077)

− 2461

(− 3019, − 1904)

 < 0.0001

8

(7, 8)

0

(− 1, 0)

 < 0.0001

3738

(3661, 3817)

− 207

(− 261, − 153)

 < 0.0001
 August

26,921

(26,049, 27,822)

− 815

(− 1463, − 168)

0.0136

8

(7, 8)

− 1

(− 1, 0)

 < 0.0001

4122

(4033, 4214)

177

(113, 241)

 < 0.0001
 September

26,891

(25,951, 27,865)

− 845

(− 1584, − 107)

0.0248

7

(7, 8)

− 1

(− 1, − 1)

 < 0.0001

4264

(4165, 4366)

319

(245, 393)

 < 0.0001
 October

25,000

(24,158, 25,871)

− 2736

(− 3405, − 2068)

 < 0.0001

7

(7, 7)

− 1

(− 1, − 1)

 < 0.0001

3945

(3856, 4036)

0

(− 67, 67)

0.9916
 November

21,754

(21,003, 22,531)

− 5983

(− 6631, − 5335)

 < 0.0001

7

(6, 7)

− 2

(− 2, − 1)

 < 0.0001

3710

(3625, 3797)

− 235

(− 302, − 169)

 < 0.0001
 December

16,814

(15,589, 18,137)

− 10,922

(− 12,531, − 9326)

 < 0.0001

5

(5, 5)

− 3

(− 3, − 3)

 < 0.0001

3952

(3758, 4156)

6

(− 183, 196)

0.9465