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Record W4410513514 · doi:10.1186/s12909-025-07361-x

A systematic review of the content and delivery of clinical knowledge in orthodontic postgraduate programs

2025· review· en· W4410513514 on OpenAlexaboutno aff
Martin Baxmann, Krisztina Kárpáti, Zoltán Baráth

Bibliographic record

VenueBMC Medical Education · 2025
Typereview
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsnot available
FundersSzegedi Tudományegyetem
KeywordsCompetence (human resources)Medical educationCINAHLGrey literatureData extractionMedicinePsychological interventionInclusion (mineral)MEDLINECochrane LibraryEducational measurementRandomized controlled trialCurriculumPsychologyNursingPedagogy

Abstract

fetched live from OpenAlex

Orthodontic postgraduate education plays a critical role in developing clinical competence, yet substantial variability exists in how programs structure, deliver, and assess clinical knowledge. This systematic review aimed to evaluate the content and delivery of clinical knowledge in orthodontic postgraduate programs and their reported impact on trainee competence. The review followed PRISMA 2020 guidelines and a pre-specified protocol. A comprehensive search was conducted across PubMed, Cochrane Library, ERIC, and CINAHL for studies published between January 2000 and December 2024. Gray literature and reference lists were also screened. Eligible studies included randomized controlled trials, cohort studies, and cross-sectional studies involving postgraduate orthodontic students or educators, with interventions related to instructional strategies or clinical knowledge delivery. Qualitative studies and those focused solely on undergraduate or continuing education were excluded. Following duplicate removal, 104 records were screened, and 30 studies met the inclusion criteria after full-text assessment. Study selection and data extraction were performed independently by two reviewers, with discrepancies resolved by a third. Risk of bias was assessed using the Newcastle-Ottawa Scale, and quality of evidence was evaluated using the GRADE framework. Due to heterogeneity in study design and outcome measures, a narrative synthesis was conducted. Instructional strategies included didactic lectures, problem-based learning, scenario-based simulations, digital learning platforms, and structured assessments such as Mini-CEX and OSCE. Feedback-oriented and interactive methods were consistently associated with improvements in clinical reasoning, procedural skills, and learner confidence. However, substantial variability existed in assessment formats and feedback implementation across institutions. Newcastle-Ottawa scores indicated generally strong selection and outcome measurement, though comparability was often limited. GRADE assessments showed most studies were of moderate quality due to inconsistency or imprecision. These findings highlight the need for harmonized, evidence-based frameworks to guide the delivery and assessment of clinical knowledge in orthodontic postgraduate education, while allowing for flexibility based on institutional context. Efforts to standardize assessment strategies and integrate technology-enhanced learning may support improved competence development across diverse programs.

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)0.007
metaresearch head score (Gemma)0.077
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.389
Threshold uncertainty score0.979

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.077
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0040.001
Bibliometrics0.0000.002
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 head0.175
GPT teacher head0.499
Teacher spread0.324 · 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 designSystematic review
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

Citations3
Published2025
Admission routes1
Has abstractyes

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