Evidence map›Paper›PMID 40707964›Full record

ArticleBMC medical education2025

Influence of trainee's demographic variables on non-technical skill learning after trauma team simulation: cross-sectional study.

Marika Ylönen, Mikko Heinänen, Seppo Lauritsalo, Juha Paloneva, Eerika Rosqvist

Abstract read
In one paragraph

Article in BMC medical education, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Influence of sociodemographic factors on expert-rated non-technical skills in trauma team simulations.European journal of trauma and emergency surgery : official publication of the European Trauma Society · 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

5 authors.

Marika YlönenDepartment of Anaesthesiology and Intensive Care, Hospital Nova of Central Finland, Wellbeing Services County of Central Finland, Hoitajantie 3, Jyväskylä, FI-40620, Finland. marika.ylonen@hyvaks.fi.
Mikko HeinänenDepartment of Orthopaedics and Traumatology, Trauma Unit and Helsinki Trauma Registry, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
Seppo LauritsaloDepartment of Anaesthesiology and Intensive Care, Hospital Nova of Central Finland, Wellbeing Services County of Central Finland, Hoitajantie 3, Jyväskylä, FI-40620, Finland.
Juha PalonevaDepartment of Surgery, Hospital Nova of Central Finland, Wellbeing Service County of Central Finland, FI, Jyväskylä, Finland.
Eerika RosqvistCenter of Healthcare Expertise/Competence and Development Services, Hospital Nova of Central Finland, Wellbeing Services County of Central Finland, Jyväskylä, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAlthough regular and structured trauma team simulation training effectively improves non-technical skills, such training is expensive to conduct and perform. To improve the cost-effectiveness of trauma team training, we studied learning dynamics and examined health professionals' demographic variables (age, gender, occupation, work experience, and training frequency) and self-assessed non-technical skills before and after a 2-hour in situ trauma team simulation with debriefing. We used self-assessment for practicality. Our goal was to determine whether demographic variables associate with self-assessed skill improvements and to measure the trainings' impact on these skills.

methodsThis cross-sectional study conducted 2-hour multidisciplinary in situ trauma simulation sessions from 2013 to 2021. Data were collected using pre-post self-assessment questionnaires, including trainees' demographic variables and non-technical skills. The association of demographic variables with non-technical skills was analysed using a linear mixed model.

resultsData were collected from 293 trauma team simulation sessions involving 1557 trainees. Work experience associated with all non-technical skills were studied. Age associated with communication, problem identification, confidence of one's own role in a team, being under authority, and time management. Occupation had minor effects. Training frequency associated with one skill (being under authority). Gender was not associated with any skills measured. Overall, trainees showed improvement in all non-technical skills during the simulations.

conclusionOur findings suggest that work experience and age influence self-assessed non-technical skills following in situ trauma team simulations, highlighting the value of simulation-based training across all experience levels. Regular and varied simulation sessions may particularly support the development of younger professionals. The observed minimal effects of gender, occupation, and training frequency indicate that the training content and structure are broadly applicable. Further research is warranted to confirm these results and explore long-term impacts.

Indexed as

Clinical CompetencePatient Care TeamSimulation TrainingAdultCross-Sectional StudiesFemaleHumansMaleSelf-AssessmentSurveys and QuestionnairesContinuing learningDemographicMultidisciplinaryNon-technical skillsSimulationTeam trainingTrauma team

Identifiers

PMID40707964
PMCPMC12288334

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.