MétaCan
Menu
Back to cohort
Record W4407013183 · doi:10.1038/s41598-025-88264-1

Understanding empathy and theory of mind in Romanian dental students for improved educational strategies

2025· article· en· W4407013183 on OpenAlexaboutno aff
Ancuţa Banu, Sorin Ursoniu, Smaranda Laura Goţia, Salomeia Putnoky, Costela Lăcrimioara Șerban

Bibliographic record

VenueScientific Reports · 2025
Typearticle
Languageen
FieldMedicine
TopicEmpathy and Medical Education
Canadian institutionsnot available
Fundersnot available
KeywordsRomanianEmpathyTheory of mindPsychologyComputer scienceNeuroscienceCognitionSocial psychologyPhilosophyLinguistics

Abstract

fetched live from OpenAlex

Empathy and theory of mind (ToM) are critical components of social cognition that significantly impact patient care. This study evaluates the levels of empathy and ToM among dental students in Romania, examining demographic influences and predictors of high empathy. Utilizing the Toronto Empathy Questionnaire, the Reading the Mind in the Eyes Test and sociodemographic questions, the study involved 300 dental students, 78.3% females, with a median age of 22. Statistical analyses included the chi-square, Mann-Whitney and correlation tests. Logistic regression was used for the prediction of the highest tertile of empathy. The findings revealed that 73.3% of students had higher-than-average levels of empathy. High empathy is associated in a multivariate model with female gender (OR 2.032, 95% CI 1.041-3.963), excellent or very good perceived health status (OR 1.903, 95% CI 1.143-3.167), and theory of mind (OR 1.078, 95% CI 1.011-1.149). However, the year of study and perceived stress levels did not significantly influence empathy scores. A subset of students (25.6%) showing below-average ToM scores raises concerns, emphasizing the need for further investigation and screening of possible related conditions to enable early detection and intervention. These findings underscore the importance of incorporating empathy training and cognitive skill development into dental education to foster patient-centered care and address the emotional and cognitive needs of future practitioners.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.044
GPT teacher head0.356
Teacher spread0.312 · 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 source (direct Gemma or distilled Codex), 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

Citations4
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueScientific ReportsSame topicEmpathy and Medical EducationFrench-language works237,207