Evidence map›Paper›PMID 41331865›Full record

ArticleBMC emergency medicine2025

Influence of non-clinical factors on emergency department decision-making: a Delphi study.

Ofer Kobo, Itay Itzhaki, Michael J Drescher, Jacob Glazer, Avi Israeli, Bruce E Landon, Shuli Brammli-Greenberg

Abstract read
In one paragraph

Article in BMC emergency medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Ofer KoboBraun School of Public Health and Community Medicine, Faculty of Medicine, The Hebrew University, Jerusalem, Israel. ofermkobo@gmail.com.
Itay ItzhakiBraun School of Public Health and Community Medicine, Faculty of Medicine, The Hebrew University, Jerusalem, Israel.
Michael J DrescherDepartment of Emergency Medicine, Beilinson Hospital, Rabin Medical Center, Petah Tikva, Israel.
Jacob GlazerFaculty of Management, Tel-Aviv University, Tel Aviv, Israel.
Avi IsraeliHebrew University - Hadassah Medical School, Jerusalem, Israel.
Bruce E LandonDivision of General Internal Medicine, Department of Health Care Policy, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, USA.
Shuli Brammli-GreenbergBraun School of Public Health and Community Medicine, Faculty of Medicine, The Hebrew University, Jerusalem, Israel.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDisposition decisions in the emergency department (ED) are expected to rely primarily on clinical need, yet in practice, non-clinical factors frequently shape outcomes. These influences are poorly documented and rarely prioritized systematically. This study sought to achieve consensus among ED physicians on the most impactful non-clinical factors affecting admission decisions.

methodsWe conducted a two-round Delphi survey among 34 ED physicians across Israel. Candidate non-clinical factors were derived from prior research and classified into three domains: patient-related, physician-related, and system-related. Participants rated each factor on a Likert scale regarding its frequency of influence, and consensus was defined as ≥ 66% agreement. Non-parametric tests were used to assess associations with physician characteristics.

resultsConsensus was reached for all 21 factors after two Delphi rounds. Patient-related factors such as personal preference and family support were rated as commonly influential, while socioeconomic status was considered rarely influential. Physician-related factors including years of experience, field of expertise, and fatigue were commonly influential, whereas gender and cultural background were not. Among system-related factors, inpatient bed capacity and home care availability were frequently influential, whereas adherence to quality indicators and ED arrival time were rarely considered determinants. No significant variation was observed across physician subgroups.

conclusionThis Delphi study highlights that ED admission decisions are shaped not only by clinical needs but also by contextual non-clinical factors spanning patient, physician, and system domains. Recognizing and addressing these influences may support more standardized, equitable, and efficient ED decision-making and inform targeted interventions at institutional and policy levels. CLINICAL TRIAL NUMBER: Not applicable.

Indexed as

Decision MakingEmergency Service, HospitalAdultDelphi TechniqueFemaleHumansIsraelMaleMiddle AgedDecision makingDelphi studyED admissionsEmergency medicineNon clinical factors

Identifiers

PMID41331865
PMCPMC12781689

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LicenceCC BY-NC-ND
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Registered trials

None linked

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.