MétaCan
Menu
Back to cohort
Record W4211045870 · doi:10.1177/23800844211072778

Social Justice Education in Dentistry: A Qualitative Analysis and Conceptual Framework

2022· article· en· W4211045870 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJDR Clinical & Translational Research · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicCultural Competency in Health Care
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsSocial justiceQualitative researchConceptual frameworkSociologyPsychologyEngineering ethicsDentistryPedagogyMedicineSocial scienceEngineering

Abstract

fetched live from OpenAlex

BACKGROUND: Social justice, empathy, and social responsibility are emerging themes in dentistry. Many dental faculties have started incorporating these concepts into their curriculum, but our knowledge of the effectiveness of these initiatives remains limited. PURPOSE: The objective of this study was to understand how students and educators perceive the role of social justice education, if any, in the undergraduate dentistry program. METHODS: This qualitative study was performed by using semistructured interviews with students, professors, and clinical faculty at the Université de Montréal dental school from January to May 2020. Eighteen participants were recruited through purposeful sampling until saturation. The interviews were recorded and transcribed integrally. They were coded with QDA Miner 5.0 (Provalis). Thematic analysis was undertaken to elucidate emerging themes via qualitative methodology. RESULTS: Five themes emerged from the results. Certain students were more inclined to be interested in social justice and participate in voluntary community-based activities. There were gaps in current teaching methods, including a lack of exposure to alternative treatment plans (e.g., extractions vs. endodontic treatments) better suited to patients' financial or social situations. Some barriers to teaching were identified, the most important being a lack of time. Desired teaching of social justice would include increased awareness and active student participation and taking responsibility to motivate action to produce social change. The application of social justice in dentistry involves care that is accessible and adapted to a patient's individual needs. CONCLUSION: The results of this study provide valuable insight for the development of a social justice education curriculum in dentistry that can be evaluated and validated to train socially competent dentists who can provide patient-centered care to the community. KNOWLEDGE TRANSFER STATEMENT: The results of this study can be used by dental educators and administrators who are looking to incorporate social justice education into their dental school undergraduate curriculum. The findings serve as a starting point to foster discussions and inspire change to reduce inequalities within the dental health care system.

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.

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)0.014
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.558
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0140.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.449
GPT teacher head0.681
Teacher spread0.232 · 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