Evidence map›Paper›PMID 32970578›Full record

ArticleThe western journal of emergency medicine2020

Patient Characteristics and Clinical Process Predictors of Patients Leaving Without Being Seen from the Emergency Department.

Niels K Rathlev, Paul Visintainer, Joseph Schmidt, Joeli Hettler, Vanna Albert, Haiping Li

Abstract read
In one paragraph

Article in The western journal of emergency medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed, 1 pooled it
–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

13 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. When Metrics Replace Values: Ethical Concerns in Healthcare Performance Measures.Academic emergency medicine : official journal of the Society for Academic Emergency Medicine · 2026
    Article
  3. Article
  4. Review
  5. Article
  6. Reduced left-without-being-seen rates and impact on disparities after guest services ambassadors implementation.Academic emergency medicine : official journal of the Society for Academic Emergency Medicine · 2025
    Observational
  7. Article
  8. Article
  9. Article
  10. Racial and Ethnic Disparities in Emergency Department Wait Times for Headache.Journal of racial and ethnic health disparities · 2024
    Article
  11. Article
  12. Article
  13. Review
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

6 authors.

Niels K RathlevUniversity of Massachusetts Medical School - Baystate, Department of Emergency Medicine, Springfield, Massachusetts.
Paul VisintainerUniversity of Massachusetts Medical School - Baystate, Department of Epidemiology and Biostatistics Core, Springfield, Massachusetts.
Joseph SchmidtUniversity of Massachusetts Medical School - Baystate, Department of Emergency Medicine, Springfield, Massachusetts.
Joeli HettlerUniversity of Massachusetts Medical School - Baystate, Department of Emergency Medicine, Springfield, Massachusetts.
Vanna AlbertUniversity of Massachusetts Medical School - Baystate, Department of Emergency Medicine, Springfield, Massachusetts.
Haiping LiUniversity of Massachusetts Medical School - Baystate, Department of Emergency Medicine, Springfield, Massachusetts.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionDelays in patient flow in the emergency department (ED) result in patients leaving without being seen (LWBS). This compromises patient experience and quality of care. Our primary goal was to develop a predictive model by evaluating associations between patients LWBS and ED process measures and patient characteristics.

methodsThis was a cross-sectional study in a 95,000 annual visit adult ED comparing patients LWBS, with controls. Data were drawn from four seasonally adjusted four-week periods (30,679 total visits). Process measures included 1) arrivals per hour; 2) "door-to-provider" time; and the numbers of 3) patients in the waiting room; 4) boarding ED patients waiting for an inpatient bed; 5) providers and nurses (RN); and 6) patients per RN. Patient characteristics collected included 1) age; 2) gender; 3) race/ethnicity; 4) arrival mode (walk-in or via emergency medical services [EMS]); and 5) acuity based on Emergency Severity Index (ESI). Univariable analyses included t-tests and Pearson's chi-square tests. We split the data randomly into derivation and validation cohorts. We used backward selection to develop the final derivation model, and factors with a p-value ≤ 0.05 were retained. Estimates were applied to the validation cohort and measures of discrimination (receiver operating characteristic) and model fit were assessed.

resultsIn the final model, the odds of LWBS increased with the number of patients in the waiting room (odds ratio [OR] 1.05; 95% confidence interval [CI], 1.03 to 1.06); number of boarding patients (OR 1.02; 95% CI, 1.01 to 1.03); arrival rate (OR 1.04; 95% CI, 1.02 to 1.05) and longer "door-to-provider" times (test of linear trend in the adjusted OR was p = 0.002). Patient characteristics associated with LWBS included younger age (OR 0.98; 95% CI, 0.98 to 0.99), and lower acuity (higher ESI category) (OR 2.01; 95% CI, 1.84 to 2.20). Arrival by EMS was inversely associated with LWBS (OR 0.29; 0.23 to 0.36). The area under the curve for the final model in the validation cohort was 0.85 (95% CI, 0.84 to 0.86). There was good agreement between the observed and predicted risk.

conclusionArrival rate, "door-to-provider time," and the numbers of patients in the waiting room and ED boarders are all associated with patients LWBS.

Indexed as

Quality of Health CareWaiting RoomsAdultCase-Control StudiesCross-Sectional StudiesEmergency Medical ServicesEmergency Service, HospitalFemaleHumansMaleMiddle AgedPatient AdmissionPatient DropoutsPatientsPatient SatisfactionTime-to-Treatment

Identifiers

PMID32970578
PMCPMC7514399

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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.