Evidence map›Paper›PMID 40165661›Full record

ArticleInternational journal for quality in health care : journal of the International Society for Quality in Health Care2025

Associations of hospital unit occupancy with inpatient falls and fall-risk assessment completion: a retrospective cohort study.

Jared Chiu, Vahid Sarhangian, Sarah Tosoni, Laura Danielle Pozzobon, Lucas B Chartier

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Article in International journal for quality in health care : journal of the International Society for Quality in Health Care, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Jared ChiuDepartment of Mechanical and Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, Ontario M5S 3G8, Canada.
Vahid SarhangianDepartment of Mechanical and Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, Ontario M5S 3G8, Canada.ORCID 0000-0003-2633-6496
Sarah TosoniUniversity Health Network, 190 Elizabeth St., Toronto, Ontario M5G 2C4, Canada.
Laura Danielle PozzobonQuality & Safety, University Health Network, 620 University Avenue, Toronto, Ontario M5G 2M9, Canada.
Lucas B ChartierUniversity Health Network, 190 Elizabeth St., Toronto, Ontario M5G 2C4, Canada.

Funding

Natural Sciences and Engineering Research Council of Canada Grant RGPIN-2018-04518
6 · The paper itself

Abstract

backgroundInpatient fall assessment and prevention efforts are primarily performed by nursing teams. Operating at high occupancy levels may, therefore, reduce the care team's ability to deliver these efforts in a timely and effective way. We investigated the associations of unit-level hospital occupancy with the rate of inpatient fall and the completion of patient fall-risk assessment.

methodsWe conducted a retrospective cohort study using data from a large teaching hospital network in Ontario, between 2017 and 2020. We used a multi-state semi-Markov model to represent the time from admission to inpatient care to primary outcomes of first inpatient fall, and completion of fall-risk assessment in the presence of other competing events. Unit-level occupancy was defined as the time-dependent maximum ratio of unit census to unit capacity and further categorized based on whether it was below or above a given threshold or "tipping point". We estimated the tipping point as well as the association between unit-level occupancy below and above the tipping point with the cause-specific hazard rate of each outcome, adjusting the estimates for confounders.

resultsThe final cohort had 83 839 inpatient stays for the fall outcome and 83 853 inpatient stays for the fall-risk assessment outcome. Unit occupancy levels above the estimated tipping point of 95% were associated with an increased rate of falls [Hazard Ratio (HR): 2.10, 95% Confidence Interval (CI): 1.05-4.20], whereas occupancy levels above the estimated tipping point of 77% were associated with a decreased rate of completion of fall-risk assessment [HR: 0.87, 95% CI: 0.82-0.91].

conclusionsOur study provides evidence for a significant increase in the rate of falls and decrease in the rate of assessment completion when occupancy levels exceed certain tipping points. The results motivate the design of safety protocols tailored for periods of high-capacity strain to support nursing teams and prioritize delivery of assessments and interventions to patients at high risk of fall.

Indexed as

Accidental FallsBed OccupancyInpatientsAgedAged, 80 and overFemaleHospitalizationHospitals, TeachingHumansMaleMiddle AgedOntarioRetrospective StudiesRisk Assessmentfalls and injuriesrisk managementworkforce and workload

Identifiers

PMID40165661
PMCPMC12020724

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.