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Record W4394134376 · doi:10.6084/m9.figshare.21711872

Including patients and caregivers in assessment in the pediatric competence by design curriculum: A national consensus study

2022· dataset· en· W4394134376 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

VenueFigshare · 2022
Typedataset
Languageen
FieldSocial Sciences
TopicProblem and Project Based Learning
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumCompetence (human resources)Consensus conferenceMedical educationPsychologyMedicineMedical physicsPedagogySocial psychologyInternal medicine

Abstract

fetched live from OpenAlex

Although evidence supports diverse assessment strategies, including patient/caregiver involvement in Competency-Based Medical Education (CBME), few residency programs formally include patients/caregivers in assessment. We aimed to determine the milestones for which patient/caregiver inclusion would be valuable in the Canadian Pediatric Competence By Design (CBD) curriculum. Program directors from 17 Canadian pediatric residency programs were invited to participate in a Delphi study. This Delphi included 209 milestones selected by the study team from the 320 milestones of the draft pediatric CBD curriculum available at the time of the study. In round 1, 16 participants representing 13 institutions rated the value of including patients/caregivers in the assessment of each milestone using a 4-point scale. We obtained consensus for 150 milestones, leaving 59 for re-exposure. In round 2, 14/16 participants rated remaining items without consensus. Overall, 67 milestones met consensus for ‘valuable,’ of which 11 met consensus for ‘extremely valuable.’ The majority of these milestones related to communication skills. Patient/caregiver assessment is valuable for 21% of milestones in the draft pediatric CBD curriculum, predominantly those relating to communication skills. This confirms the perceived importance of patient/caregiver assessment of trainees in CBME curricula; formal inclusion may be considered. Future directions could include exploring patients/caregivers’ perspectives of their roles in assessment in CBD.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.043
Threshold uncertainty score0.958

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0430.000

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 head0.065
GPT teacher head0.358
Teacher spread0.293 · 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