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Record W3006628382 · doi:10.1002/jdd.12039

A scoping review on social justice education in current undergraduate dental curricula

2020· review· en· W3006628382 on OpenAlexaff
Nioushah Noushi, Ninoska Enriquez, Shahrokh Esfandiari

Bibliographic record

VenueJournal of Dental Education · 2020
Typereview
Languageen
FieldSocial Sciences
TopicCultural Competency in Health Care
Canadian institutionsUniversité de MontréalMcGill University
Fundersnot available
KeywordsCurriculumMedical educationDental hygieneFocus groupPsychologyQualitative researchDental educationOral hygieneMedicineDentistryPedagogySociologySocial science

Abstract

fetched live from OpenAlex

BACKGROUND: A recent shift in educational components within healthcare has pushed dentistry toward a greater understanding of the role of social components on oral health. There has also been an increased awareness of inappropriate conduct among dental students. STUDY DESIGN AND METHODS: A scoping review was conducted to determine if, how, and when social-justice-oriented education has been incorporated into dental curricula worldwide. A systematic and reiterative search of articles was performed on February 22, 2018, and combined quantitative and qualitative synthesis of data. An updated search was done on September 26, 2019. PRIMARY RESULTS: Seventy-three studies were evaluated: 46 quantitative (63%), 24 qualitative (33%), 3 multimethods (4%). The majority used self-reported surveys and questionnaires (66%), while the remaining used interviews (9.5%), student reflections (16%) and focus groups (5.5%). Studies included dental students only (78%); dental students with dental hygiene students (5.5%) or faculty/staff (4.1%); dental students in year 1 (17%), year 2 (1.6%), year 3 (1.6%), year 4 (14.2%); first- and second-year students (3%); third- and fourth-year students (1.6%); all years of study (20%); and academic year not specified (41%). The study areas included "learning in dental school," "experiencing dental school," "focusing on cultural competency," and "addressing dental ethics and social responsibility." PRINCIPAL CONCLUSIONS: Three major research gaps were identified: no discussion of a social contract between dentists and society, no explicit social justice-oriented topics within undergraduate dental curricula, and no standardized tool to measure these topics. Further research is necessary to understand how such topics can be included in dental curricula to form socially competent dentists.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.904
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.111
GPT teacher head0.524
Teacher spread0.413 · 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.

Study designOther design
Domainnot available
GenreReview

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

Citations13
Published2020
Admission routes1
Has abstractyes

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