aDepartment of Nursing Science, Youngdong University, Youngdong, Korea
bDepartment of Preventive Medicine, College of Medicine, Chungnam National University, Research Institute for Medical Sciences, Daejeon, Korea
cDepartment of Health Policy and Management, School of Medicine, Jeju National University, Jeju, Korea
Copyright © 2016 Korea Centers for Disease Control and Prevention. Published by Elsevier Korea LLC.
This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
Variable∗ | n | % | ||
---|---|---|---|---|
Nurse level | Sex | Female | 1,808 | 99.6 |
Male | 8 | 0.4 | ||
Age (y) | < 25 | 444 | 24.4 | |
25–29 | 757 | 41.7 | ||
30–39 | 527 | 29.0 | ||
≥ 40 | 71 | 3.9 | ||
Clinical experience (y) | < 3 | 456 | 25.1 | |
3–6 | 575 | 31.7 | ||
7–9 | 249 | 13.7 | ||
≥ 10 | 363 | 20.0 | ||
Education | College | 922 | 50.8 | |
University | 783 | 43.1 | ||
Graduate | 95 | 5.2 | ||
Position | Staff nurse | 1,684 | 92.7 | |
Charge nurse | 132 | 7.3 | ||
Total | 1,816 | 100.0 | ||
Hospital level | Ownership | Private | 19 | 82.6 |
Public | 4 | 17.4 | ||
Bed to nurse ratio | < 2.5 | 7 | 30.4 | |
2.5–2.9 | 11 | 47.8 | ||
3.0–3.4 | 5 | 21.7 | ||
Total | 23 | 100.0 |
Variables | n | % | |
---|---|---|---|
Patient adverse events∗ | Medication error | 671 | 36.9 |
Patients fall | 1,037 | 57.1 | |
Nosocomial infection | 952 | 52.4 | |
Pressure sore | 820 | 45.2 | |
Non-nursing tasks† | Delivering and retrieving food trays | 1,415 | 77.9 |
Housekeeping duties | 1,246 | 68.6 | |
Transporting patients | 1,663 | 91.6 |
Fixed effect |
Medication error |
Patients fall |
Nosocomial infection |
Pressure sore |
|||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
OR | CI | OR | CI | OR | CI | OR | CI | ||||||
Hospital-level | |||||||||||||
Ownership (ref. Private) | 0.42† | 0.30 | 0.60 | 0.49† | 0.33 | 0.72 | 1.24 | 0.79 | 1.95 | 0.93 | 0.63 | 1.37 | |
Bed to nurse ratio | 0.96 | 0.67 | 1.37 | 1.07 | 0.81 | 1.42 | 0.94 | 0.67 | 1.32 | 1.35∗ | 1.01 | 1.80 | |
Nurse staffing_hospital‡ | 0.28∗ | 0.10 | 0.77 | 0.35 | 0.12 | 1.03 | 0.47 | 0.19 | 1.13 | 0.88 | 0.47 | 1.67 | |
Nurse-level | |||||||||||||
Sex (ref. Female) | 0.20 | 0.02 | 1.75 | 0.07† | 0.01 | 0.53 | 0.12∗ | 0.02 | 0.84 | 1.61 | 0.51 | 5.12 | |
Clinical experience | 1.01 | 0.98 | 1.04 | 1.04∗ | 1.01 | 1.07 | 1.07† | 1.04 | 1.09 | 1.01 | 0.98 | 1.04 | |
Education | 1.05 | 0.90 | 1.23 | 0.94 | 0.79 | 1.13 | 0.93 | 0.76 | 1.15 | 0.93 | 0.77 | 1.13 | |
Position | 0.82 | 0.53 | 1.27 | 1.57 | 0.94 | 2.61 | 0.81 | 0.57 | 1.16 | 0.96 | 0.52 | 1.77 | |
Work department (ref. Medicine) | |||||||||||||
Pediatrics | 1.01 | 0.56 | 1.83 | 0.95 | 0.55 | 1.64 | 0.75 | 0.48 | 1.19 | 0.17∗ | 0.08 | 0.38 | |
Surgery | 0.91 | 0.69 | 1.19 | 0.60† | 0.46 | 0.78 | 1.18 | 0.96 | 1.46 | 0.98 | 0.76 | 1.27 | |
Obstetrics and gynecology | 0.98 | 0.42 | 2.29 | 0.30† | 0.19 | 0.50 | 0.35† | 0.16 | 0.76 | 0.20† | 0.07 | 0.64 | |
Non-nursing tasks | 1.23† | 1.06 | 1.42 | 1.31† | 1.13 | 1.52 | 1.23† | 1.11 | 1.35 | 1.16∗ | 1.02 | 1.32 | |
Nurse staffing_nurse§ | 0.91 | 0.76 | 1.10 | 0.98 | 0.74 | 1.31 | 0.93 | 0.76 | 1.14 | 0.78† | 0.65 | 0.95 | |
Random Effect | τ00 = Var(r0) intercept variance | 0.14† | 0.18† | 0.19† | 0.09† |
Variable | n | % | ||
---|---|---|---|---|
Nurse level | Sex | Female | 1,808 | 99.6 |
Male | 8 | 0.4 | ||
Age (y) | < 25 | 444 | 24.4 | |
25–29 | 757 | 41.7 | ||
30–39 | 527 | 29.0 | ||
≥ 40 | 71 | 3.9 | ||
Clinical experience (y) | < 3 | 456 | 25.1 | |
3–6 | 575 | 31.7 | ||
7–9 | 249 | 13.7 | ||
≥ 10 | 363 | 20.0 | ||
Education | College | 922 | 50.8 | |
University | 783 | 43.1 | ||
Graduate | 95 | 5.2 | ||
Position | Staff nurse | 1,684 | 92.7 | |
Charge nurse | 132 | 7.3 | ||
Total | 1,816 | 100.0 | ||
Hospital level | Ownership | Private | 19 | 82.6 |
Public | 4 | 17.4 | ||
Bed to nurse ratio | < 2.5 | 7 | 30.4 | |
2.5–2.9 | 11 | 47.8 | ||
3.0–3.4 | 5 | 21.7 | ||
Total | 23 | 100.0 |
Variables | n | % | |
---|---|---|---|
Patient adverse events | Medication error | 671 | 36.9 |
Patients fall | 1,037 | 57.1 | |
Nosocomial infection | 952 | 52.4 | |
Pressure sore | 820 | 45.2 | |
Non-nursing tasks | Delivering and retrieving food trays | 1,415 | 77.9 |
Housekeeping duties | 1,246 | 68.6 | |
Transporting patients | 1,663 | 91.6 |
Mean | SD | Minimum | 25th Percentile | 75th Percentile | Maximum | ||
---|---|---|---|---|---|---|---|
Patient adverse events | Medication error | 36.6 | 12.7 | 21.0 | 24.0 | 45.2 | 64.4 |
Patients fall | 59.0 | 12.9 | 38.2 | 48.8 | 67.8 | 86.5 | |
Nosocomial infection | 52.2 | 11.1 | 29.4 | 44.0 | 61.0 | 70.8 | |
Pressure sore | 46.4 | 11.0 | 21.1 | 39.2 | 53.8 | 62.5 | |
Non-nursing tasks | Delivering & retrieving food trays | 80.4 | 8.5 | 51.5 | 77.8 | 85.7 | 91.1 |
Housekeeping duties | 69.6 | 14.0 | 42.3 | 58.5 | 81.6 | 85.5 | |
Transporting patients | 92.0 | 8.4 | 64.4 | 88.2 | 97.4 | 100.0 |
Fixed effect | Medication error | Patients fall | Nosocomial infection | Pressure sore | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
OR | CI | OR | CI | OR | CI | OR | CI | ||||||
Hospital-level | |||||||||||||
Ownership (ref. Private) | 0.42 | 0.30 | 0.60 | 0.49 | 0.33 | 0.72 | 1.24 | 0.79 | 1.95 | 0.93 | 0.63 | 1.37 | |
Bed to nurse ratio | 0.96 | 0.67 | 1.37 | 1.07 | 0.81 | 1.42 | 0.94 | 0.67 | 1.32 | 1.35 | 1.01 | 1.80 | |
Nurse staffing_hospital | 0.28 | 0.10 | 0.77 | 0.35 | 0.12 | 1.03 | 0.47 | 0.19 | 1.13 | 0.88 | 0.47 | 1.67 | |
Nurse-level | |||||||||||||
Sex (ref. Female) | 0.20 | 0.02 | 1.75 | 0.07 | 0.01 | 0.53 | 0.12 | 0.02 | 0.84 | 1.61 | 0.51 | 5.12 | |
Clinical experience | 1.01 | 0.98 | 1.04 | 1.04 | 1.01 | 1.07 | 1.07 | 1.04 | 1.09 | 1.01 | 0.98 | 1.04 | |
Education | 1.05 | 0.90 | 1.23 | 0.94 | 0.79 | 1.13 | 0.93 | 0.76 | 1.15 | 0.93 | 0.77 | 1.13 | |
Position | 0.82 | 0.53 | 1.27 | 1.57 | 0.94 | 2.61 | 0.81 | 0.57 | 1.16 | 0.96 | 0.52 | 1.77 | |
Work department (ref. Medicine) | |||||||||||||
Pediatrics | 1.01 | 0.56 | 1.83 | 0.95 | 0.55 | 1.64 | 0.75 | 0.48 | 1.19 | 0.17 | 0.08 | 0.38 | |
Surgery | 0.91 | 0.69 | 1.19 | 0.60 | 0.46 | 0.78 | 1.18 | 0.96 | 1.46 | 0.98 | 0.76 | 1.27 | |
Obstetrics and gynecology | 0.98 | 0.42 | 2.29 | 0.30 | 0.19 | 0.50 | 0.35 | 0.16 | 0.76 | 0.20 | 0.07 | 0.64 | |
Non-nursing tasks | 1.23 | 1.06 | 1.42 | 1.31 | 1.13 | 1.52 | 1.23 | 1.11 | 1.35 | 1.16 | 1.02 | 1.32 | |
Nurse staffing_nurse | 0.91 | 0.76 | 1.10 | 0.98 | 0.74 | 1.31 | 0.93 | 0.76 | 1.14 | 0.78 | 0.65 | 0.95 | |
Random Effect | τ00 = Var(r0) intercept variance | 0.14 | 0.18 | 0.19 | 0.09 |
Variables of age, education, and clinical experience had 17, 16, and 173 missing cases, respectively.
Nurses were asked whether these adverse events had occurred occasionally or frequently in the past year, involving them or their patients. Percentage of nurses who performed the non-nursing tasks occasionally or frequently.
SD = standard deviation.
CI = confidence interval; OR = odds ratio. Nurse staffing_hospital: The mean of each of the three items in adequate nurse staffing was calculated based on the sum of scores by nurses belonging to each hospital. Nurse staffing_nurse: The mean of each of the three items in adequate nurse staffing was calculated based on the sum of scores by all of the participating nurses.