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Record W4389648732 · doi:10.1177/20503121231216846

Assessing research competency development in Canadian psychiatry residency programs: A systematic review and future directions

2023· review· en· W4389648732 on OpenAlexaffabout
Anees Bahji, Marlon Danilewitz, David Crockford, Nicholas J. Delva, Benjamin Rusak

Bibliographic record

VenueSAGE Open Medicine · 2023
Typereview
Languageen
FieldMedicine
TopicHealth and Medical Research Impacts
Canadian institutionsQueen's UniversityUniversity of TorontoDalhousie UniversityOntario Shores Centre for Mental Health SciencesHotchkiss Brain InstituteUniversity of Calgary
FundersNational Institute on Drug AbuseNational Institutes of Health
KeywordsPsychological interventionMedical educationCurriculumMedicineObservational studyInclusion (mineral)Residency trainingSystematic reviewMEDLINEQuality (philosophy)Family medicinePsychologyPsychiatryContinuing educationPedagogy

Abstract

fetched live from OpenAlex

Objective: We aimed to conduct a systematic review to identify curricular and educational interventions to build research competency among Canadian psychiatry residents and fellows transitioning to the competency-by-design framework. Methods: The PRISMA guidelines were followed, searching five databases from their inception to February 2023 for relevant evaluation-type studies exploring research competency among psychiatry residents and fellows. We appraised thestudy’s quality using the Joanna Briggs Institute’s risk of bias tool for observational designs. Results: Overall, 36 original articles met our inclusion criteria. Surveys ( n = 10) showed that participation in scholarly research, quality improvement, or educational projects relevant to psychiatry is needed in most residency programs. However, these vary significantly across programs; few need direct research experience for residency completion. The interventions spanned four categories: externally funded comprehensive research training programs ( n = 5); resident research tracks ( n = 11); workshops and seminars ( n = 7); and specific modules ( n = 3). Reported outcomes included overall program ratings, research output, and career trajectory. The quality of most studies was low because of the lack of controls or validated metrics for evaluating outcomes. Conclusions: While many studies have explored best practices in research curricula, the current literature does not inform competency-based models for Canadian psychiatry residency programs incorporating research training requirements. Further description is needed from Canadian psychiatric training bodies regarding appropriate curricula, milestones, and metrics for evaluating research competencies.

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)0.028
metaresearch head score (Gemma)0.044
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Research integrity
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 score0.484
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0280.044
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0050.000
Bibliometrics0.0020.005
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.003
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 head0.437
GPT teacher head0.591
Teacher spread0.154 · 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

Citations0
Published2023
Admission routes2
Has abstractyes

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