Patient Mortality Is Associated With Staff Resources and Workload in the ICU

医学 工作量 人员配备 泊松回归 心理干预 相对风险 急诊医学 倾向得分匹配 重症监护 置信区间 重症监护医学 护理部 内科学 环境卫生 人口 计算机科学 操作系统
作者
Antoine Neuraz,Claude Guérin,Cécile Payet,Stéphanie Polazzi,Frédéric Aubrun,Frédéric Dailler,Jean-Jacques Lehot,Vincent Piriou,J. Neidecker,Thomas Rimmelé,Anne‐Marie Schott,Antoine Duclos
出处
期刊:Critical Care Medicine [Ovid Technologies (Wolters Kluwer)]
卷期号:43 (8): 1587-1594 被引量:235
标识
DOI:10.1097/ccm.0000000000001015
摘要

Objective: Matching healthcare staff resources to patient needs in the ICU is a key factor for quality of care. We aimed to assess the impact of the staffing-to-patient ratio and workload on ICU mortality. Design: We performed a multicenter longitudinal study using routinely collected hospital data. Setting: Information pertaining to every patient in eight ICUs from four university hospitals from January to December 2013 was analyzed. Patients: A total of 5,718 inpatient stays were included. Interventions: None. Measurements and Main Results: We used a shift-by-shift varying measure of the patient-to-caregiver ratio in combination with workload to establish their relationships with ICU mortality over time, excluding patients with decision to forego life-sustaining therapy. Using a multilevel Poisson regression, we quantified ICU mortality-relative risk, adjusted for patient turnover, severity, and staffing levels. The risk of death was increased by 3.5 (95% CI, 1.3–9.1) when the patient-to-nurse ratio was greater than 2.5, and it was increased by 2.0 (95% CI, 1.3–3.2) when the patient-to-physician ratio exceeded 14. The highest ratios occurred more frequently during the weekend for nurse staffing and during the night for physicians (p < 0.001). High patient turnover (adjusted relative risk, 5.6 [2.0–15.0]) and the volume of life-sustaining procedures performed by staff (adjusted relative risk, 5.9 [4.3–7.9]) were also associated with increased mortality. Conclusions: This study proposes evidence-based thresholds for patient-to-caregiver ratios, above which patient safety may be endangered in the ICU. Real-time monitoring of staffing levels and workload is feasible for adjusting caregivers’ resources to patients’ needs.

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