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Risk factors for prolonged ventilation after cardiac surgery using APACHE II, SAPS II, and TISS: comparison of three different models
- Source :
- Intensive Care Medicine. 27:407-415
- Publication Year :
- 2001
- Publisher :
- Springer Science and Business Media LLC, 2001.
-
Abstract
- Objective: To identify the risk for prolonged mechanical ventilation in cardiac surgical patients. Design: Prospective study with retrospective combination of a second database. Patients: Six hundred and eighty-seven patients after cardiac surgery over a period of 12 months. Measurements: Demographic data were recorded preoperatively, and surgical procedures intraoperatively using a surgical database designed for quality control. Length of ICU and hospital stay, and hospital outcome were recorded. Severity of illness was assessed daily using APACHE II, SAPS II, and Organ Failure Score. Intensity of treatment and nursing care was monitored by means of the Therapeutic Intervention Scoring System (TISS). Univariate and multivariate analyses were performed using logistic regression. The predictive value of the identified variables was tested by the Wilcoxon test using the receiver operating characteristic curve. Main results: Sixty-two patients (9.0%) were ventilated for >48 h and accounted for 42.8% of the total costs in the ICU. The pre- and intraoperatively collected data produced a model with weak predictive capacity for prolonged ventilation [area under curve (AUC) 73.22 and 71.08, respectively]. The use of TISS and SAPS postoperatively resulted in an effective model of prediction (AUC 93.76). Adding the occurrence of reoperation, reintubation, emergency transfusion, intraaortic balloon pumping, and need for total parenteral nutrition to the model further improved its predictive capacity (AUC 94.74). Conclusions: The present results strongly suggest that data collected postoperatively using established scoring systems as well as documented events of high clinical impact for risk assessment and quality control are reliable predictors of prolonged ventilation.
- Subjects :
- Male
Artificial ventilation
Critical Care
medicine.medical_treatment
Critical Care and Intensive Care Medicine
Risk Assessment
Severity of Illness Index
Statistics, Nonparametric
Nursing care
Predictive Value of Tests
Risk Factors
Intensive care
Severity of illness
Humans
Medicine
Hospital Mortality
Prospective Studies
Cardiac Surgical Procedures
APACHE
Aged
Retrospective Studies
Mechanical ventilation
Chi-Square Distribution
APACHE II
business.industry
Length of Stay
Middle Aged
Respiration, Artificial
Logistic Models
ROC Curve
SAPS II
Anesthesia
Predictive value of tests
Female
business
Subjects
Details
- ISSN :
- 14321238 and 03424642
- Volume :
- 27
- Database :
- OpenAIRE
- Journal :
- Intensive Care Medicine
- Accession number :
- edsair.doi.dedup.....980adefc2bba99530a7d2ba4762b2192
- Full Text :
- https://doi.org/10.1007/s001340000802