Catheter-Associated Urinary Tract Infections, Bacteremia, and Infection Control Interventions in a Hospital: A Six-Year Time-Series Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Setting
2.2. Infection Control Measures
2.3. Data Collection
2.4. Outcomes
2.5. Detection of Bacteremia
2.6. Definitions
2.7. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Time Trend | |||||
---|---|---|---|---|---|
CAUTI Rate Per Month | EVSP Jan 2013 (95% CI) | EVEP Dec 2018 (95% CI) | p-Value | % Relative Change/Year (95% CI) | p-Value |
Total Hospital Clinics | 8.2 (7.4 to 9.0) | 4.4 (3.5 to 5.5) | <0.001 | 3.5 (−9.0 to 17.6) up to September 2014 | 0.604 |
−15.5 (−21.1 to −9.5) after September 2014 | <0.001 | ||||
Total Hospital Departments | 6.8 (5.1 to 9.0) | 5.4 (5.0 to 5.9) | <0.001 | 13.9 (−0.9 to 30.9) up to September 2015 | 0.067 |
−16.9 (−21.5 to −12.0) after September 2015 | <0.001 | ||||
Adults Clinic | 8.5 (7.7 to 9.4) | 4.4 (3.5 to 5.5) | <0.001 | 3.0 (−9.5 to 17.0) up to September 2014 | 0.657 |
−18.2 (−24.3 to −12.5) after September 2014 | <0.001 | ||||
Adults Clinic Departments | 7.1 (5.3 to 9.4) | 5.4 (5.0 to 5.9) | <0.001 | 13.2 (−1.9 to 30.6) up to September 2015 | 0.090 |
−17.5 (−22.3 to −12.4) after September 2015 | <0.001 | ||||
Adults ICU | 12.5 (9.1 to 17.0) | 1.3 (0.5 to 3.5) | <0.001 | −33.8(−46.8 to −17.7) | <0.001 |
Time Trend | |||||
---|---|---|---|---|---|
% Isolations/Admissions | EVSP Jan 2013 (95% CI) | EVEP Dec 2018 (95% CI) | p-Value | % Relative Change/Year (95% CI) | p-Value |
Total Hospital Clinics | 8.0 (7.3 to 8.8) | 5.6 (5.2 to 6.0) | <0.001 | −2.2 (−6.2 to 1.8) up to April 2016 | 0.276 |
−11.0 (−14.7 to −7.1) after April 2016 | <0.001 | ||||
Total Hospital Departments | 1.0 (0.6 to 1.6) | 2.5 (2.1 to 3.0) | <0.001 | 86.6 (46.5 to 137.7) up to March 2015 | <0.001 |
−9.6 (−15.7 to −3.1) after March 2015 | 0.005 | ||||
Adults Clinic | 4.1 (3.4 to 4.9) | 5.0 (4.5 to 5.6) | 0.059 | 24.0 (12.3 to 36.9) up to April 2015 | <0.001 |
−6.9 (−11.3 to −2.4) after April 2015 | 0.003 | ||||
Adults Clinic Departments | 1.7 (1.1 to 2.5) | 2.6 (2.2 to 3.0) | 0.053 | 59.8 (28.7 to 98.5) up to February 2015 | <0.001 |
−13.1 (−18.5 to −7.4) after February 2015 | <0.001 | ||||
Adults ICU | 20.4 (19.2 to 21.8) | 27.6 (24.1 to 31.4) | <0.001 | 14.4 (10.6 to 18.2) up to June 2017 | <0.001 |
−12.3 (−24.8 to 2.1) after June 2017 | 0.091 |
Time Trend | |||||
---|---|---|---|---|---|
Hand Disinfectant Sol Consumption L/1000 Patient-Days | EVSP Jan 2013 (95% CI) | EVEP Dec 2018 (95% CI) | p-Value | % Relative Change/Year (95% CI) | p-Value |
Total Hospital Clinics | |||||
Alcohol disinfectant sol | 26.0 | 48.7 | <0.001 | 16.2 (12.4 to 20.0) up to September 2014 | <0.001 |
(21.7 to 30.2) | (46.8 to 50.6) | −1.0 (−2.2 to 0.2) after September 2014 | 0.100 | ||
Scrub disinfectant sol | 29.7 | 27.9 | 0.321 | 3.4 (0.6 to 6.2) up to October 2014 | 0.020 |
(25.9 to 33.4) | (26.4 to 29.3) | −1.9 (−2.6 to −1.1) after October 2014 | <0.001 | ||
Simple soap sol | 15.8 | 9.7 | <0.001 | −3.9 (−5.0 to −2.7) up to October 2014 | <0.001 |
(14.5 to 17.2) | (8.3 to 11.1) | 0.2 (−0.4 to 0.7) after October 2014 | 0.542 | ||
All hand disinfectant sol | 71.5 | 86.4 | 0.001 | 15.7 (8.8 to 22.6) up to September 2014 | <0.001 |
(62.6 to 80.3) | (83.6 to 89.2) | −2.7 (−4.3 to −1.0) after September 2014 | 0.002 | ||
Total Hospital Departments | |||||
Alcohol disinfectant sol | 16.0 | 64.6 | <0.001 | 26.4 (22.8 to 30.0) up to October 2014 | <0.001 |
(12.2 to 19.8) | (60.8 to 68.4) | 0.6 (−1.1 to 2.3) after October 2014 | 0.486 | ||
Scrub disinfectant sol | 27.7 | 27.1 | 0.733 | 1.1 (0.4 to 1.8) up to December 2017 | 0.002 |
(25.5 to 29.8) | (24.5 to 29.7) | −6.0 (−9.8 to −2.3) after December 2017 | 0.002 | ||
Simple soap sol | 19.0 | 12.9 | <0.001 | −3.7 (−5.0 to −2.5) up to October 2014 | <0.001 |
(17.7 to 20.2) | (11.1 to 14.6) | 0.1 (−0.5 to 0.7) after October 2014 | 0.749 | ||
All hand disinfectant sol | 62.3 | 109.5 | <0.001 | 25.0 (19.4 to 30.6) up to September 2014 | <0.001 |
(57.2 to 67.5) | (103.3 to 115.6) | 1.3 (−1.2 to 3.8) after September 2014 | 0.309 | ||
Adults Clinic | |||||
Alcohol disinfectant sol | 34.6 | 34.3 | 0.870 | 15.4 (11.1 to 19.7) up to July 2014 | <0.001 |
(32.1 to 37.2) | (31.2 to 37.5) | −5.3 (−6.9 to −3.7) after July 2014 | <0.001 | ||
Scrub disinfectant sol | 37.3 | 33.2 | 0.057 | −0.7 (−1.4 to 0.0) | 0.057 |
(34.3 to 40.3) | (31.3 to 35.0) | ||||
Simple soap sol | 22.6 | 13.9 | <0.001 | −5.4 (−6.9 to −3.9) up to November 2014 | <0.001 |
(21.2 to 24.0) | (11.5 to 16.2) | 0.3 (−0.6 to 1.2) after November 2014 | 0.528 | ||
All hand disinfectant sol | 91.0 | 79.7 | <0.001 | 12.3 (5.7 to 18.8) up to July 2014 | <0.001 |
(85.3 to 96.7) | (75.5 to 83.8) | −6.7 (−8.8 to −4.7) after July 2014 | <0.001 | ||
Adults Clinic Departments | |||||
Alcohol disinfectant sol | 25.7 | 46.3 | <0.001 | 20.2 (16.5 to 24.0) up to August 2014 | <0.001 |
(22.3 to 29.2) | (43.9 to 48.6) | −2.7 (−3.9 to −1.4) after August 2014 | <0.001 | ||
Scrub disinfectant sol | 40.1 | 32.9 | 0.004 | −2.5 (−3.7 to −1.2) up to September 2016 | <0.001 |
(36.5 to 43.7) | (29.7 to 36.1) | 0.8 (−1.4 to 3.1) after September 2016 | 0.463 | ||
Simple soap sol | 25.5 | 13.1 | <0.001 | −6.3 (−8.1 to −4.5) up to October 2014 | <0.001 |
(23.9 to 27.1) | (10.5 to 15.6) | −0.3 (−1.3 to 0.6) after October 2014 | 0.468 | ||
All hand disinfectant sol | 88.1 | 88.6 | 0.901 | 13.7 (6.8 to 20.5) up to August 2014 | <0.001 |
(80.4 to 95.8) | (84.5 to 92.7) | −4.9 (−6.8 to −3.0) after August 2014 | <0.001 | ||
Adults ICU | |||||
Alcohol disinfectant sol | 98.0 | 83.2 | 0.286 | −2.5 (−7.2 to 2.1) | 0.286 |
(80.9 to 115.1) | (68.5 to 97.9) | ||||
Scrub disinfectant sol | 1.9 | 35.9 | 0.001 | 24.4 (18.6 to 30.1) up to August 2016 | <0.001 |
(7.4 to 11.3) | (17.7 to 54.2) | −22.9 (−34.4 to −11.4) after August 2016 | <0.001 | ||
All hand disinfectant sol | 117.0 | 179.3 | 0.001 | 10.5 (4.6 to 16.5) | 0.001 |
(97.3 to 136.7) | (157.8 to 200.9) |
Time Trend | |||||
---|---|---|---|---|---|
Incidence of Bacteremia/1000 Patient-Days | EVSP Jan 2013 (95% CI) | EVEP Dec 2018 (95% CI) | p-Value | % Relative Change/(95% CI) | p-Value |
Total Hospital Clinics | |||||
Total Bacteremia | 3.4 (3.0 to 3.8) | 5.0 (4.5 to 5.5) | <0.001 | 2.4 (−2.2 to 7.1) up to December 2016 | 0.311 |
15.9 (6.7 to 25.9) after December 2016 | <0.001 | ||||
Total Bacteremia MDR Gram(+) and (−) | 0.4 (0.3 to 0.5) | 0.2 (0.2 to 0.3) | 0.093 | −8.0 (−16.5 to 1.4) | 0.093 |
Total Bacteremia CR Gram(−) | 0.3 (0.2 to 0.5) | 0.2 (0.1 to 0.3) | 0.099 | −7.8 (−16.2 to 1.5) | 0.099 |
Total Bacteremia MDR Gram(+) | 0.0 (0.0 to 0.1) | 0.0 (0.0 to 0.1) | 0.467 | −8.5 (−28.0 to 16.3) | 0.467 |
Total Bacteremia CR-Ac | 0.1 | 0.1 | 0.935 | −46.7 (−67.6 to −12.3) up to March 2016 | 0.013 |
(0.0 to 0.2) | (0.0 to 0.2) | 102.3 (10.9 to 269.0) after March 2016 | 0.022 | ||
Total Bacteremia CR-KlPn | 0.1 | 0.0 | 0.545 | 51.2 (−10.0 to 153.8) up to February 2015 | 0.118 |
(0.0 to 0.2) | (0.0 to 0.1) | −27.1 (−43.0 to −6.8) after February 2015 | 0.012 | ||
Total Bacteremia CR-PsA | 0.2 | 0.1 | 0.027 | −13.5 (−24.0 to −1.6) | 0.027 |
(0.1 to 0.2) | (0.0 to 0.1) | ||||
Total Hospital Departments | |||||
Total Bacteremia | 2.7 | 4.4 | <0.001 | 2.4 (−1.7 to 6.6) up to December 2017 | 0.260 |
(2.4 to 3.1) | (3.5 to 5.5) | 43.2 (10.3 to 86.0) after December 2017 | 0.007 | ||
Total Bacteremia MDR Gram(+) and (−) | 0.2 (0.1 to 0.4) | 0.1 (0.1 to 0.2) | 0.207 | −10.3 (−24.2 to 6.2) | 0.207 |
Total Bacteremia MDR Gram(−) | 0.2 (0.1 to 0.3) | 0.1 (0.1 to 0.2) | 0.165 | −11.1 (−24.8 to 5.0) | 0.165 |
Total Bacteremia MDR Gram(+) | N/A | N/A | N/A | N/A | N/A |
Total Bacteremia CR-Ac | N/A | N/A | N/A | N/A | N/A |
Total Bacteremia CR-KlPn | 0.1 | 0.0 | 0.445 | −9.4 (−29.7 to 16.8) | 0.445 |
(0.0 to 0.2) | (0.0 to 0.1) | ||||
Total Bacteremia CR-PsA | 0.1 | 0.0 | 0.042 | −22.9 (−39.9 to 0.9) | 0.042 |
(0.1 to 0.2) | (0.0 to 0.1) | ||||
Adults Clinic | |||||
Total Bacteremia | 4.8 | 6.3 | 0.001 | −0.6 (−5.4 to 4.5) up to November 2016 | 0.821 |
(4.2 to 5.5) | (5.6 to 7.2) | 15.5 (5.1 to 26.9) after November 2016 | 0.003 | ||
Total Bacteremia MDR Gram(+) and (−) | 0.7 (0.5 to 0.9) | 0.4 (0.3 to 0.6) | 0.157 | −7.0 (−15.8 to 2.8) | 0.157 |
Total Bacteremia MDR Gram(−) | 0.6 (0.4 to 0.8) | 0.4 (0.3 to 0.5) | 0.119 | −7.4 (−15.8 to 2.0) | 0.119 |
Total Bacteremia MDR Gram(+) | 0.1 (0.0 to 0.2) | 0.1 (0.0 to 0.1) | 0.742 | −4.3 (−26.3 to 24.3) | 0.742 |
Total Bacteremia CR-Ac | 0.1 | 0.1 | 0.980 | −45.4 (−66.8 to −10.2) up to March 2016 | 0.017 |
(0.1 to 0.3) | (0.1 to 0.4) | 99.6 (9.4 to 264.2) after 0.024 | 0.024 | ||
Total Bacteremia CR-KlPn | 0.1 | 0.1 | 0.614 | 56.3 (−6.7 to 161.7) up to February 2015 | 0.090 |
(0.0 to 0.3) | (0.0 to 0.2) | −27.3 (−43.0 to −7.3) after February 2015 | 0.010 | ||
Total Bacteremia CR-PsA | 0.3 (0.2 to 0.4) | 0.1 (0.1 to 0.2) | 0.031 | −13.5 (−24.2 to −1.3) | 0.031 |
Adults Clinic Departments | |||||
Total Bacteremia | 2.9 (2.6 to 3.4) | 4.1 (3.6 to 4.7) | 0.004 | 5.9 (1.9 to 10.1) | 0.004 |
Total Bacteremia MDR Gram(+) and (−) | 0.3 (0.2 to 0.6) | 0.2 (0.1 to 0.4) | 0.343 | −8.0 (−22.6 to 9.3) | 0.343 |
Total Bacteremia MDR Gram(−) | 0.3 (0.2 to 0.5) | 0.2 (0.1 to 0.3) | 0.205 | −10.0 (−23.6 to 5.9) | 0.205 |
Total Bacteremia MDR Gram(+) | N/A | N/A | N/A | N/A | N/A |
Total Bacteremia CR-Ac | N/A | N/A | N/A | N/A | N/A |
Total Bacteremia CR-KlPn | 0.1 (0.0 to 0.2) | 0.1 (0.0 to 0.1) | 0.495 | −8.3 (−28.4 to 17.5) | 0.495 |
Total Bacteremia CR-PsA | 0.2 (0.1 to 0.4) | 0.0 (0.0 to 0.1) | 0.051 | −21.8 (−38.9 to 0.1) | 0.051 |
Adults ICU | |||||
Total Bacteremia | 18.2 | 32.8 | <0.001 | −3.8 (−15.2 to 9.1) up to February 2016 | 0.545 |
(13.9 to 23.7) | (27.5 to 39.2) | 28.6 (14.9 to 43.9) after February 2016 | <0.001 | ||
Total Bacteremia MDR Gram(+) and (−) | 1.9 | 2.3 | 0.678 | 34.5 (3.3 to 75.1) up to October 2015 | 0.028 |
(1.2 to 3.0) | (1.2 to 4.2) | −18.9 (−38.1 to 6.3) after October 2015 | 0.130 | ||
Total Bacteremia MDR Gram(−) | 2.5 (1.7 to 3.5) | 3.3 (2.1 to 5.1) | 0.392 | 4.9 (−6.0 to 17.1) | 0.392 |
Total Bacteremia MDR Gram(+) | N/A | N/A | N/A | N/A | N/A |
Total Bacteremia CR-Ac | 0.8 (0.4 to 2.0) | 1.8 (0.6 to 5.6) | 0.256 | −28.9 (−51.9 to 5.0) up to January 2017 | 0.086 |
209.3 (46.7 to 552.3) after January 2018 | 0.003 | ||||
Total Bacteremia CR-KlPn | 0.3 (0.1 to 1.2) | 0.5 (0.1 to 1.7) | 0.635 | 137.8 (8.6 to 420.6) up to January 2015 | 0.030 |
−28.4 (−51.8 to 6.3) after January 2015 | 0.098 | ||||
Total Bacteremia CR-PsA | 0.9 (0.4 to 1.8) | 0.9 (0.4 to 2.1) | 0.909 | 1.3 (−18.1 to 25.2) | 0.909 |
CAUTI: Correlation with BACTEREMIA | ||||||||
---|---|---|---|---|---|---|---|---|
Incidence of Bacteremia/1000 Patient-Days | Per (n) Unit | Month 0 | Month −1 | Month −2 | Month −3 | IRR | 95% CI | p-Value |
Total Hospital Clinics | ||||||||
Total Gram(+) and (−) | 1 | ◊ | 0.81 | 0.75–0.87 | <0.001 | |||
Total CR Gram(−) | 0.1 | ◊ | 0.96 | 0.94–0.99 | 0.008 | |||
Total CR-Ac | 0.1 | ◊ | 0.93 | 0.86–1.01 | 0.079 | |||
Total CR-KlPn | 0.1 | ◊ | 0.87 | 0.82–0.92 | <0.001 | |||
Total CR-PsA | 0.1 | ◊ | 0.94 | 0.89–1.00 | 0.067 | |||
Total hospital departments | ||||||||
Total Gram(+) and (−) | 1 | ◊ | 0.78 | 0.71–0.86 | <0.001 | |||
Total CR Gram(−) | 0.1 | ◊ | 1.06 | 1.00–1.13 | 0.048 | |||
Total CR Gram(−) | 0.1 | ◊ | 0.97 | 0.94–0.99 | 0.009 | |||
Total CR-KlPn | 0.1 | ◊ | 0.90 | 0.85–0.95 | <0.001 | |||
Total CR-PsA | 0.1 | ◊ | 0.96 | 0.93–0.99 | 0.013 | |||
Adults Clinic | ||||||||
Total Gram(+) and (−) | 1 | ◊ | ◊ | 0.86 | 0.80–0.91 | <0.001 | ||
Total CR Gram(−) | 0.1 | ◊ | 0.98 | 0.96–1.00 | 0.042 | |||
Total CR-Ac | 0.1 | ◊ | 0.95 | 0.91–1.00 | 0.029 | |||
Total CR-KlPn | 0.1 | ◊ | ◊ | 0.85 | 0.80–0.90 | <0.001 | ||
Total CR-PsA | 0.1 | ◊ | 0.96 | 0.92–1.00 | 0.032 | |||
Total CR-PsA | 0.1 | ◊ | 1.10 | 1.00–1.20 | 0.043 | |||
Adults Clinic Departments | ||||||||
Total Gram(+) and (−) | 1 | ◊ | 0.86 | 0.82–0.90 | <0.001 | |||
Total CR Gram(−) | 0.1 | ◊ | 1.04 | 1.00–1.08 | 0.060 | |||
Total CR Gram(−) | 0.1 | ◊ | 0.98 | 0.96–1.00 | 0.027 | |||
Total CR-KlPn | 0.1 | ◊ | 0.93 | 0.89–0.96 | <0.001 | |||
Total CR-PsA | 0.1 | ◊ | 0.97 | 0.95–1.00 | 0.038 | |||
Adults ICU | ||||||||
Total Gram(+) and (−) | 10 | ◊ | 1.09 | 0.99–1.20 | 0.086 | |||
Total CR Gram(−) | 1 | ◊ | ◊ | ◊ | ◊ | 1.07 | 0.80–1.45 | 0.637 |
Total CR-Ac | 1 | ◊ | 0.77 | 0.57–1.04 | 0.089 | |||
Total CR-Kl.Pn | 1 | ◊ | 0.79 | 0.65–0.96 | 0.018 | |||
Total CR-PsA | 1 | ◊ | 0.75 | 0.55–1.03 | 0.075 | |||
Total CR-PsA | 1 | ◊ | 1.08 | 1.04–1.12 | <0.001 | |||
Total CR-PsA | 1 | ◊ | 1.24 | 1.11–1.38 | <0.001 |
CAUTI: Correlation with Infection Control Interventions | ||||||||
---|---|---|---|---|---|---|---|---|
Infection Control Interventions | Per (n) Unit | Month 0 | Month −1 | Month −2 | Month −3 | OR | 95% CI | p-Value |
Total Hospital Clinics | ||||||||
% isolations/admissions | ns | |||||||
L of alcohol disinfectant sol/1000 patient-days | ns | |||||||
L of scrub disinfectant sol/1000 patient-days | 1 | ◊ | ◊ | 0.97 | 0.96–0.98 | <0.001 | ||
L of all hand disinfectant sol/1000 patient-days | 10 | ◊ | 0.85 | 0.76–0.95 | 0.004 | |||
Adults Clinic | ||||||||
% isolations/admissions | ns | |||||||
L of alcohol disinfectant sol/1000 patient-days | ns | |||||||
L of scrub disinfectant sol/1000 patient-days | 10 | ◊ | ◊ | 0.81 | 0.78–0.84 | <0.001 | ||
L of all hand disinfectant sol/1000 patient-days | 10 | ◊ | 1.05 | 0.99–1.11 | 0.075 | |||
L of all hand disinfectant sol/1000 patient-days | 10 | ◊ | 0.89 | 0.82–0.97 | 0.006 | |||
Adults Clinic Departments | ||||||||
% isolations/admissions | ns | |||||||
L of alcohol disinfectant sol/1000 patient-days | ns | |||||||
L of scrub disinfectant sol/1000 patient-days | 10 | ◊ | ◊ | 0.89 | 0.86–0.93 | <0.001 | ||
L of all hand disinfectant sol/1000 patient-days | 10 | ◊ | 0.91 | 0.85–0.97 | 0.005 | |||
Adults ICU | ||||||||
% isolations/admissions | ns | |||||||
L of alcohol disinfectant sol/1000 patient-days | 10 | ◊ | 1.10 | 1.02–1.19 | 0.012 | |||
L of scrub disinfectant sol/1000 patient-days | 10 | ◊ | 0.79 | 0.65–0.96 | 0.018 | |||
L of all hand disinfectant sol/1000 patient-days | 100 | ◊ | 1.72 | 1.11–2.66 | 0.016 |
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Papanikolopoulou, A.; Maltezou, H.C.; Stoupis, A.; Kalimeri, D.; Pavli, A.; Boufidou, F.; Karalexi, M.; Pantazis, N.; Pantos, C.; Tountas, Y.; et al. Catheter-Associated Urinary Tract Infections, Bacteremia, and Infection Control Interventions in a Hospital: A Six-Year Time-Series Study. J. Clin. Med. 2022, 11, 5418. https://doi.org/10.3390/jcm11185418
Papanikolopoulou A, Maltezou HC, Stoupis A, Kalimeri D, Pavli A, Boufidou F, Karalexi M, Pantazis N, Pantos C, Tountas Y, et al. Catheter-Associated Urinary Tract Infections, Bacteremia, and Infection Control Interventions in a Hospital: A Six-Year Time-Series Study. Journal of Clinical Medicine. 2022; 11(18):5418. https://doi.org/10.3390/jcm11185418
Chicago/Turabian StylePapanikolopoulou, Amalia, Helena C. Maltezou, Athina Stoupis, Dimitra Kalimeri, Androula Pavli, Fotini Boufidou, Maria Karalexi, Nikos Pantazis, Constantinos Pantos, Yannis Tountas, and et al. 2022. "Catheter-Associated Urinary Tract Infections, Bacteremia, and Infection Control Interventions in a Hospital: A Six-Year Time-Series Study" Journal of Clinical Medicine 11, no. 18: 5418. https://doi.org/10.3390/jcm11185418
APA StylePapanikolopoulou, A., Maltezou, H. C., Stoupis, A., Kalimeri, D., Pavli, A., Boufidou, F., Karalexi, M., Pantazis, N., Pantos, C., Tountas, Y., Koumaki, V., Kantzanou, M., & Tsakris, A. (2022). Catheter-Associated Urinary Tract Infections, Bacteremia, and Infection Control Interventions in a Hospital: A Six-Year Time-Series Study. Journal of Clinical Medicine, 11(18), 5418. https://doi.org/10.3390/jcm11185418