From vision to implementation: Building a national undergraduate paediatric curriculum
Bibliographic record
Abstract
Abstract Objective There are many challenges in ensuring medical students learn paediatrics. Medical educators must develop and maintain curricula that meet learners’ needs and accreditation requirements. Paediatricians and family physicians, practicing and teaching in busy clinical environments, require Canadian-relevant curricular guidance and resources to teach and assess learners. Students struggle with curricular cohesion, clear expectations, and resources. Recognizing these challenges and acknowledging the need to address them, the Paediatric Undergraduate Program Directors of Canada (PUPDOC) created canuc-paeds, a comprehensive competency-based undergraduate curriculum that teachers and students would actually use. Methods Curriculum development included the following: utilization of best practices in curriculum development, an environmental scan, development of guiding principles, Delphi surveys, in-person meetings, and quality improvement. All Canadian paediatric undergraduate educator leaders and other stakeholders were invited to participate. Results The curriculum, based on the RCPSC CanMEDS Framework, includes 29 clinical presentations, each with key conditions, foundational knowledge objectives, and learning resources. Essential paediatric-specific physical examination and procedural skills that graduating medical students are expected to perform are identified. Objectives specific to Intrinsic Roles of Collaborator, Communicator, Professional, Leader, Health Advocate and Scholar that can be assessed in the field of paediatrics at the undergraduate level are articulated. The national curriculum has been implemented widely at Canadian medical schools. Online, open-access clinical resources have been developed and are being used world-wide. Conclusion This curriculum provides overarching Canadian-specific curricular guidance and resources for students and for the paediatricians and family physicians who are responsible for teaching and assessing undergraduate learners.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.033 | 0.026 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.004 | 0.010 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".