MétaCan
Menu
Back to cohort
Record W4417182242 · doi:10.3389/fdmed.2025.1603222

Dental students’ perspective on learning activities regarding professionalism. A meta ethnographic review

2025· article· en· W4417182242 on OpenAlexaboutno aff
Christina Gummesson, Andreas Agouropoulos, Melanie Nasseripour

Bibliographic record

VenueFrontiers in Dental Medicine · 2025
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsnot available
Fundersnot available
KeywordsPerspective (graphical)EthnographyReflection (computer programming)Identity (music)Professional developmentPosition (finance)

Abstract

fetched live from OpenAlex

Introduction: Present literature on professionalism usually focuses on individual parts of professional identity development and mostly, as these are seen and are evaluated by the dental educators. When looking at professionalism and in particular professional identity formation, It is extremely important to listen to the voice of the students regarding their thoughts, attitudes, beliefs and ideas about how to become ethical, compassionate, and culturally competent oral health professionals. The aim of this meta-ethnographic review was therefore to explore students' perspective on learning activities regarding professionalism. Methods: A review of the literature was conducted following the PRISMA guidelines to identify qualitative studies on professionalism teaching, focusing on dental students, covering from 2010 up to May 2024. Critical appraisal of the articles was conducted by 2 researchers using the Joana Briggs Institute and the McGill Mixed Methods Appraisal Tools. We then applied the meta-ethnographic methodology defining our aim, and proceeding with in depth reading, relating and translating of first and second order point of views before drawing our own salient themes. Results: From the initial 6,995 studies, 11 were included in the analysis. The studies represented 6 different countries, 8 were of high and 3 of moderate quality. A conceptual preliminary matrix was developed based on the first reading and then used to compare quotations from the different studies. The overall themes in the conceptual model were phrased "Intentionality" and "Learning Context". The analysis of the quotations from the informants (first order) and the researchers (second order) yielded five sub-themes: changed self-awareness, perseverance, safe learning environment, authenticity, and shifting perspective. Discussion: Dental educators should understand the students' perspective and needs for professional identity formation and understand their own position as role models towards this direction. Dental education should be a safe learning environment where multiple stimuli provided together with reflection and exchange of thoughts guided by educators, enhance development of students' professional behaviour.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.440
Threshold uncertainty score0.891

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.032
GPT teacher head0.415
Teacher spread0.383 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueFrontiers in Dental MedicineSame topicInnovations in Medical EducationFrench-language works237,207