Factors Associated With Healthcare-Acquired Catheter-Associated Urinary Tract Infections: Analysis Using Multiple Data Sources and Data Mining Techniques. Issue 2 (March 2018)
- Record Type:
- Journal Article
- Title:
- Factors Associated With Healthcare-Acquired Catheter-Associated Urinary Tract Infections: Analysis Using Multiple Data Sources and Data Mining Techniques. Issue 2 (March 2018)
- Main Title:
- Factors Associated With Healthcare-Acquired Catheter-Associated Urinary Tract Infections
- Authors:
- Park, Jung In
Bliss, Donna Z.
Chi, Chih-Lin
Delaney, Connie W.
Westra, Bonnie L. - Abstract:
- Abstract : PURPOSE: The purpose of this study was to identify factors associated with healthcare-acquired catheter-associated urinary tract infections (HA-CAUTIs) using multiple data sources and data mining techniques. SUBJECTS AND SETTING: Three data sets were integrated for analysis: electronic health record data from a university hospital in the Midwestern United States was combined with staffing and environmental data from the hospital's National Database of Nursing Quality Indicators and a list of patients with HA-CAUTIs. METHODS: Three data mining techniques were used for identification of factors associated with HA-CAUTI: decision trees, logistic regression, and support vector machines. RESULTS: Fewer total nursing hours per patient-day, lower percentage of direct care RNs with specialty nursing certification, higher percentage of direct care RNs with associate's degree in nursing, and higher percentage of direct care RNs with BSN, MSN, or doctoral degree are associated with HA-CAUTI occurrence. The results also support the association of the following factors with HA-CAUTI identified by previous studies: female gender; older age (>50 years); longer length of stay; severe underlying disease; glucose lab results (>200 mg/dL); longer use of the catheter; and RN staffing. CONCLUSIONS: Additional findings from this study demonstrated that the presence of more nurses with specialty nursing certifications can reduce HA-CAUTI occurrence. While there may be valid reasons forAbstract : PURPOSE: The purpose of this study was to identify factors associated with healthcare-acquired catheter-associated urinary tract infections (HA-CAUTIs) using multiple data sources and data mining techniques. SUBJECTS AND SETTING: Three data sets were integrated for analysis: electronic health record data from a university hospital in the Midwestern United States was combined with staffing and environmental data from the hospital's National Database of Nursing Quality Indicators and a list of patients with HA-CAUTIs. METHODS: Three data mining techniques were used for identification of factors associated with HA-CAUTI: decision trees, logistic regression, and support vector machines. RESULTS: Fewer total nursing hours per patient-day, lower percentage of direct care RNs with specialty nursing certification, higher percentage of direct care RNs with associate's degree in nursing, and higher percentage of direct care RNs with BSN, MSN, or doctoral degree are associated with HA-CAUTI occurrence. The results also support the association of the following factors with HA-CAUTI identified by previous studies: female gender; older age (>50 years); longer length of stay; severe underlying disease; glucose lab results (>200 mg/dL); longer use of the catheter; and RN staffing. CONCLUSIONS: Additional findings from this study demonstrated that the presence of more nurses with specialty nursing certifications can reduce HA-CAUTI occurrence. While there may be valid reasons for leaving in a urinary catheter, findings show that having a catheter in for more than 48 hours contributes to HA-CAUTI occurrence. Finally, the findings suggest that more nursing hours per patient-day are related to better patient outcomes. … (more)
- Is Part Of:
- Journal of WOCN. Volume 45:Issue 2(2018)
- Journal:
- Journal of WOCN
- Issue:
- Volume 45:Issue 2(2018)
- Issue Display:
- Volume 45, Issue 2 (2018)
- Year:
- 2018
- Volume:
- 45
- Issue:
- 2
- Issue Sort Value:
- 2018-0045-0002-0000
- Page Start:
- Page End:
- Publication Date:
- 2018-03
- Subjects:
- Catheter-associated urinary tract infections -- Data mining -- Urinary catheter -- Urinary tract infections
Abdomen -- Surgery -- Periodicals
Abdomen -- Wounds and injuries -- Nursing -- Periodicals
Bedsores -- Nursing -- Periodicals
Fecal incontinence -- Nursing -- Periodicals
Enterostomy -- Nursing -- Periodicals
Urinary incontinence -- Nursing -- Periodicals
610.73 - Journal URLs:
- http://journals.lww.com/jwocnonline/pages/default.aspx ↗
http://journals.lww.com ↗ - DOI:
- 10.1097/WON.0000000000000409 ↗
- Languages:
- English
- ISSNs:
- 1071-5754
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5072.632700
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