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Table 4 Comparison between staffing measures and CCIFs with adverse events in patients admitted with COVID-19

From: Impact of nurse staffing coverage and care complexity factors on health outcomes in hospitalized COVID-19 patients: a cross-sectional study

Characteristics

Patients admitted to acute wards

Patients who required admission to ICU

Non-AE

n = 7,258

AE

n = 1,237

p-value

Non-AE

N = 1,886

AE

n = 1,587

p-value

No.

(%)

No.

(%)

No.

(%)

No.

(%)

Staffing measures

          

 aNHPPD, median (IQR)

2.7

(2.4–3.1)

2.6

(2.4–2.8)

< 0.001

3.1

(2.7–6.0)

3.0

(2.6–5.2)

< 0.001

 rNHPPD

    

< 0.001

    

0.022

  Intermediate (5–7 rNHPPD)

6,705

(92.4)

1,111

(89.8)

 

1,217

(64.5)

1,097

(69.1)

 

  Preintensive or more (> 7 rNHPPD)

553

(7.6)

126

(10.2)

 

669

(35.5)

490

(30.9)

 

 Balance, median (IQR)

-3.8

(-4.2 to -3.1)

-4.0

(-4.4 to -3.7)

< 0.001

-3.4

(-3.9 to -2.2)

-3.7

(-4.3 to -2.7)

< 0.001

 Nurse staffing coverage, mean % (IQR)

40.9

(36.6 to 46.1)

39.5

(34 to 43.4)

< 0.001

47.8

(39.9–72.7)

42.9

(37.1–63.6)

< 0.001

Care complexity individual factors (CCIFs)

          

Comorbidity/complications

          

  Haemodynamic instability

5,914

(81.5)

1,129

(91.3)

< 0.001

1,785

(94.6)

1,497

(94.3)

0.68

  Transmissible infection

5,694

(78.4)

898

(72.6)

< 0.001

1,300

(68.9)

923

(58.2)

< 0.001

  Chronic disease

4,112

(56.6)

995

(80.4)

< 0.001

994

(52.7)

963

(60.7)

< 0.001

  Uncontrolled pain

1,342

(18.5)

329

(26.6)

< 0.001

356

(18.9)

439

(27.7)

< 0.001

  Extreme weight

584

(8.1)

136

(11.1)

< 0.001

173

(9.2)

207

(13.0)

< 0.001

  Position impairment

518

(7.1)

227

(18.3)

< 0.001

107

(5.7)

211

(13.3)

< 0.001

  Urinary or faecal incontinence

595

(8.2)

257

(20.8)

< 0.001

80

(4.2)

120

(7.6)

< 0.001

  Anatomical and functional disorders

293

(4.0)

103

(8.3)

< 0.001

60

(3.2)

98

(6.2)

< 0.001

  Communication disorders

136

(1.9)

56

(4.5)

< 0.001

20

(1.1)

66

(4.2)

< 0.001

  Vascular fragility

99

(1.4)

34

(2.7)

< 0.001

23

(1.2)

26

(1.6)

0.30

  Immunosuppression

    

0.26

11

(0.6)

10

(0.6)

0.86

  Involuntary movements

34

(0.5)

11

(0.9)

0.064

3

(0.2)

9

(0.6)

0.056

  High risk of haemorrhage

26

(0.4)

6

(0.5)

0.50

8

(0.4)

6

(0.4)

0.83

Developmental

          

  Age (years), mean (SD)

61.7

(17.2)

72.0

(15.5)

< 0.001

58.0

(15.3)

61.6

(12.6)

< 0.001

Psycho-emotional

          

  Fear/anxiety

502

(6.9)

103

(8.3)

0.075

133

(7.0)

118

(7.4)

0.66

  Impaired adaptation

507

(7.0)

98

(7.9)

0.24

125

(6.6)

114

(7.2)

0.52

  Aggressive behaviour

20

(0.3)

4

(0.3)

0.77

3

(0.2)

6

(0.4)

0.22

Mental-cognitive

          

  Mental status impairments

1,136

(15.6)

550

(44.5)

< 0.001

274

(14.5)

465

(29.3)

< 0.001

  Agitation

69

(0.9)

34

(2.7)

< 0.001

9

(0.5)

15

(0.9)

0.10

  Impaired cognitive functions

28

(0.4)

11

(0.9)

0.019

3

(0.2)

3

(0.2)

0.83

Sociocultural

          

  Language barriers

154

(2.1)

19

(1.5)

0.18

54

(2.9)

37

(2.3)

0.33

  1. Abbreviations: ICU, intensive care unit; AE, adverse event; OR, odds ratio; CI, confidence interval, SD, standard deviation; VIDA, acute deterioration risk stratification; aNHPPD, available RN hours per patient day; rNHPPD, required RN hours per patient day; IQR, interquartile range