Evidence map›Paper›PMID 41380054›Full record

ArticleThe western journal of emergency medicine2025

Reduced Functional Bed Capacity Due to Inpatient Boarding Is Associated with Increased Rates of Left Without Being Seen in the Emergency Department.

Yosef Berlyand, Timmy Lin, Taylor D Marquis, Jared S Anderson, Daniel J Shanin, Alexis C Lawrence, Frank L Overly, David B Curley, Janette Baird, Anthony M Napoli

Abstract read
In one paragraph

Article in The western journal of emergency medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Emergency Department Guidelines for Orthopedic Consultation in an Academic Trauma Center: Effect on ED Throughput and Consultation Utilization.Academic emergency medicine : official journal of the Society for Academic Emergency Medicine · 2026
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Yosef BerlyandDepartment of Emergency Medicine, Warren Alpert School of Medicine, Brown University, Providence, Rhode Island.
Timmy LinDepartment of Emergency Medicine, Warren Alpert School of Medicine, Brown University, Providence, Rhode Island.
Taylor D MarquisDepartment of Emergency Medicine, Warren Alpert School of Medicine, Brown University, Providence, Rhode Island.
Jared S AndersonDepartment of Emergency Medicine, Warren Alpert School of Medicine, Brown University, Providence, Rhode Island.
Daniel J ShaninDepartment of Emergency Medicine, Warren Alpert School of Medicine, Brown University, Providence, Rhode Island.
Alexis C LawrenceDepartment of Emergency Medicine, Warren Alpert School of Medicine, Brown University, Providence, Rhode Island.
Frank L OverlyDepartment of Emergency Medicine, Warren Alpert School of Medicine, Brown University, Providence, Rhode Island.
David B CurleyDepartment of Emergency Medicine, Warren Alpert School of Medicine, Brown University, Providence, Rhode Island.
Janette BairdDepartment of Emergency Medicine, Warren Alpert School of Medicine, Brown University, Providence, Rhode Island.
Anthony M NapoliDepartment of Emergency Medicine, Warren Alpert School of Medicine, Brown University, Providence, Rhode Island.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionWe evaluated the relationship between inpatient boarding, measured as functional bed capacity, and left-without-being-seen (LWBS) rates. Functional bed capacity is defined as the mean percentage of ED beds available for new and existing patients over a 24-hour period.

methodsWe performed quantile regression models examining the association between LWBS and terciles (low, medium, and high) of functional bed capacity, as well as median admit-to-departure times, controlling for other daily operational metrics. We additionally performed an encounter-level analysis to assess the relationship between functional bed capacity at the time of a patient's arrival and their likelihood of LWBS. Study sites included one academic, one community, and one pediatric ED in a single, urban medical system.

resultsOur study included 373,388 visits. In the adjusted regression at the daily level, low functional bed capacity was associated with an increase of 1.59% in LWBS compared to high functional bed capacity, which represented a 26.5% relative increase (about three patients) compared to median LWBS of 6.0% (P < .001). Larger daily census (+ 0.07% for each additional patient, P <.001), resulted in two additional patients LWBS for every 15-patient increase in daily census from the median. Additionally, longer length of stay of discharged patients (+ 0.05% for each minute increase, P < .001), resulted in two additional patients LWBS for every 20-minute increase in length of stay from the median. Weekdays relative to weekend days were associated with a 1.28% decrease in LWBS (P < .001) (approximately three fewer patients who left without being seen relative to the median LWBS of 6.0%). At the encounter level, functional bed capacity in the low and middle tercile was significantly associated with an increased probability of a patient LWBS (91% and 40% increases, respectively, P < .001). Of the patients who LWBS, 9.3% were high acuity, 59.5% medium acuity, and 31.2% low acuity.

conclusionFunctional bed capacity is a new and pragmatic operational metric strongly associated with left-without-being-seen rates and provides an improved way to measure, study, and communicate the impact of inpatient boarding. We propose using functional bed capacity as a metric in future studies of ED operations. Additional studies that incorporate staffing levels to more accurately approximate functional bed capacity and better characterize its true impact on LWBS rates are needed.

Indexed as

Bed OccupancyEmergency Service, HospitalHospital Bed CapacityInpatientsPatient AdmissionFemaleHumansLength of StayMale

Identifiers

PMID41380054
PMCPMC12698166

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Registered trials

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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.