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Record W3217122729 · doi:10.1177/19253621211063104

Firsthand Experience in Graduating Three Cohorts of Forensic Pathologists Trained With Competency by Design (CBD) Curriculum

2021· article· en· W3217122729 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAcademic Forensic Pathology · 2021
Typearticle
Languageen
FieldMedicine
TopicAutopsy Techniques and Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsMedical educationCurriculumSpecialtyForensic scienceMedicineBlueprintPsychologyFamily medicineEngineeringPedagogyVeterinary medicine

Abstract

fetched live from OpenAlex

INTRODUCTION: The University of Toronto experienced graduating three cohorts of forensic pathologists trained with Competency by Design (CBD) curriculum. We achieved this as a result of multiyear development of Entrustable Professional Activities (EPAs), Required Training Experience (RTEs), and Specialty Competency Requirements (SCRs) by the Royal College of Physicians and Surgeons of Canada's Forensic Pathology Speciality Committee, the Ontario Forensic Pathology Service, and the University of Toronto. METHOD: Our academic year is comprised of 13 blocks. We divided the 13-block period into 4 stages to map all the EPAs and RTEs. The first stage, Transition to Discipline, is 1 block, the second stage, Foundation of Discipline, consists of 3 blocks; the third stage, Core of Discipline, consists of 6 blocks, and the final fourth stage, Transition to Practice, consists of 3 blocks. Board-certified faculty members in Forensic Pathology with more than five years of experience supervised the trainees. We graduated 5 Canadian and 4 international trainees at the end of the third cycle of CBD-based training program. CONCLUSION: Using the Royal College Speciality Committee blueprint, the University of Toronto started in 2016 planning the CBD curriculum in the forensic pathology training program. By the end of June 2021, we graduated nine trainees from our CBD-based Forensic Pathology training program. We are training the fourth cohort, and they will be graduating at the end of June 2022. This article aims to share our firsthand experiencing in CBD training in forensic pathology.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.229
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.038
GPT teacher head0.311
Teacher spread0.273 · 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