Evidence map›Paper›PMID 39741218›Full record

ArticleNPJ digital medicine2024

A simulation based digital twin approach to assessing the organization of response to emergency calls.

Yann Penverne, Clea Martinez, Nicolas Cellier, Canan Pehlivan, Joel Jenvrin, Dominique Savary, Valerie Debierre, Florence Deciron, Anis Bichri, Quentin Lebastard and 3 more

Abstract read
In one paragraph

Article in NPJ digital medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing 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

11 citing papers in PubMed.

  1. Article
  2. Review
  3. Review
  4. Article
  5. Organizational impact in healthcare in France: a decade of insights but chicken and egg situation.International journal of technology assessment in health care · 2026
    Review
  6. Mapping the future of medicine through digital twins.Frontiers in molecular medicine · 2026
    Review
  7. Article
  8. Review
  9. Observational
  10. Article
  11. 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

13 authors.

Yann PenverneDepartment of Emergency Medicine, Nantes Université, CHU Nantes, Nantes, France. yann.penverne@chu-nantes.fr.ORCID http://orcid.org/0000-0002-9066-4251
Clea MartinezIndustrial Engineering Center, IMT Mines Albi, University of Toulouse, Albi, France.
Nicolas CellierIndustrial Engineering Center, IMT Mines Albi, University of Toulouse, Albi, France.ORCID http://orcid.org/0000-0002-3759-3546
Canan PehlivanIndustrial Engineering Center, IMT Mines Albi, University of Toulouse, Albi, France.
Joel JenvrinDepartment of Emergency Medicine, Nantes Université, CHU Nantes, Nantes, France.
Dominique SavaryDepartment of Emergency Medicine, CHU Angers, Angers, France.
Valerie DebierreDepartment of Emergency Medicine, CH La Roche sur Yon, La Roche sur Yon, France.
Florence DecironDepartment of Emergency Medicine, CH Le Mans, Le Mans, France.
Anis BichriDepartment of Emergency Medicine, CH Laval, Laval, France.
Quentin LebastardDepartment of Emergency Medicine, Nantes Université, CHU Nantes, Nantes, France.
Emmanuel MontassierDepartment of Emergency Medicine, Nantes Université, CHU Nantes, Nantes, France.
Brice LeclereDepartment of Public Health, Intervention Research Unit, Nantes Université, CHU Nantes, Nantes, France.
Franck FontaniliIndustrial Engineering Center, IMT Mines Albi, University of Toulouse, Albi, France.ORCID http://orcid.org/0000-0002-3120-6453

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In emergency situations, timely contact with emergency medical communication centers (EMCCs) is critical for patient outcomes. Increasing call volumes and economic constraints are challenging many countries, necessitating organizational changes in EMCCs. This study uses a simulation-based digital twin approach, creating a virtual model of EMCC operations to assess the impact of different organizational scenarios on accessibility. Specifically, we explore two decompartmentalized scenarios where traditionally isolated call centers are reorganized to enable more flexible call distribution. The primary measure of accessibility was service quality within 30 s of call reception. Our results show that decompartmentalization improves service quality by 17% to 21%. This study demonstrates that reducing regional isolation in EMCCs can enhance performance and accessibility with a simulation-based digital twin approach providing a clear and objective method to quantify the benefits."

Identifiers

PMID39741218
PMCPMC11688439

What OpenQuestion holds

Textmetadata
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.