ArticleIntensive care medicine2023
Intensivist physician-to-patient ratios and mortality in the intensive care unit.
Article in Intensive care medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Partial VOROS: A Cost-aware Performance Metric for Binary Classifiers with Precision and Capacity Constraints.Proceedings of machine learning research · 2026Article
- The intensive care unit balancing act: integrated staffing models for better patient ratios.Critical care science · 2026Article
- Beyond Ratios: Rethinking Clinician Workload and Intensive Care Unit Outcomes.Annals of the American Thoracic Society · 2025Article
- Association of Intensive Care Unit Patient-to-Clinician Ratios with Mortality across Two U.S. Health Systems.Annals of the American Thoracic Society · 2025Article
- Variation in Corticosteroid Prescribing Practices for Patients With Septic Shock.Critical care explorations · 2025Article
- Formal guidelines from an expert panel: intensive care unit medical staffing, organisation and working hours to improve quality of life at work in France.Annals of intensive care · 2025Article
- Infection Prevention and Control Strategies According to the Type of Multidrug-Resistant Bacteria andAntibiotics (Basel, Switzerland) · 2024Review
- Effects of intensive care unit quality assessment on changes in medical staff in medical institutions and in-hospital mortality.Human resources for health · 2024Article
- Impact of institutional case volume on intensive care unit mortality.Acute and critical care · 2023Article
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Authors and funding
4 authors.
Funding
Abstract
purposeA high daily census may hinder the ability of physicians to deliver quality care in the intensive care unit (ICU). We sought to determine the relationship between intensivist-to-patient ratios and mortality among ICU patients.
methodsWe performed a retrospective cohort study of intensivist-to-patient ratios in 29 ICUs in 10 hospitals in the United States from 2018 to 2020. We used meta-data from progress notes in the electronic health record to determine an intensivist-specific caseload for each ICU day. We then fit a multivariable proportional hazards model with time-varying covariates to estimate the relationship between the daily intensivist-to-patient ratio and ICU mortality at 28 days.
resultsThe final analysis included 51,656 patients, 210,698 patient days, and 248 intensivist physicians. The average caseload per day was 11.8 (standard deviation: 5.7). There was no association between the intensivist-to-patient ratio and mortality (hazard ratio for each additional patient: 0.987, 95% confidence interval: 0.968-1.007, p = 0.2). This relationship persisted when we defined the ratio as caseload over the sample-wide average (hazard ratio: 0.907, 95% confidence interval: 0.763-1.077, p = 0.26) and cumulative days with a caseload over the sample-wide average (hazard ratio: 0.991, 95% confidence interval: 0.966-1.018, p = 0.52). The relationship was not modified by the presence of physicians-in-training, nurse practitioners, and physician assistants (p value for interaction term: 0.14).
conclusionsMortality for ICU patients appears resistant to high intensivist caseloads. These results may not generalize to ICUs organized differently than those in this sample, such as ICUs outside the United States.
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