Heterogeneity hampers the identification of general pressure injury risk factors in intensive care populations: A predictive modelling analysis

被引:16
|
作者
Deschepper, Mieke [1 ]
Labeau, Sonia O. [2 ,3 ]
Waegeman, Willem [4 ]
Blot, Stijn I. [2 ,3 ]
机构
[1] Ghent Univ Hosp, Strateg Policy Cell, Corneel Heymanslaan 10, B-9000 Ghent, Belgium
[2] HOGENT Univ Appl Sci & Arts, Sch Healthcare, Nurse Educ Programme, Keramiekstr 80, B-9000 Ghent, Belgium
[3] Univ Ghent, Fac Med & Hlth Sci, Dept Internal Med & Pediat, Corneel Heymanslaan 10, B-9000 Ghent, Belgium
[4] Univ Ghent, Dept Data Anal & Math Modelling, Coupure Links 653, B-9000 Ghent, Belgium
关键词
Area under curve; Intensive care units; Patient admission; Prediction model; Pressure injury; Pressure ulcer; Risk assessment; Risk factors; BRADEN SCALE; ULCER RISK; VALIDITY; COHORT; STATE; COST;
D O I
10.1016/j.iccn.2021.103117
中图分类号
R47 [护理学];
学科分类号
1011 ;
摘要
Objective: To determine risk factors for pressure injury in distinct intensive care subpopulations according to admission type (Medical; Surgical elective; Surgery emergency; Trauma/Burns). Methodology/design: Predictive modelling using generalised linear mixed models with backward elimination on prospectively gathered data of 13 044 adult intensive care patients. Settings: 1110 intensive care units, 89 countries worldwide. Main outcome measures: Pressure injury risk factors. Results: A generalised linear mixed model including admission type outperformed a model without admission type (p = 0.004). Admission type Trauma/Burns was not withheld in the model and excluded from further analyses. For the other three admission types (Medical, Surgical elective, and Surgical emergency), backward elimination resulted in distinct prediction models with 23, 17, and 16 predictors, respectively, and five common predictors only. The Area Under the Receiver Operating Curve was 0.79 for Medical admissions; and 0.88 for both the Surgical elective and Surgical emergency models. Conclusions: Risk factors for pressure injury differ according to whether intensive care patients have been admitted for medical reasons, or elective or emergency surgery. Prediction models for pressure injury should target distinct subpopulations with differing pressure injury risk profiles. Type of intensive care admission is a simple and easily retrievable parameter to distinguish between such subgroups. (c) 2021 Elsevier Ltd. All rights reserved.
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页数:6
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