MétaCan
Menu
Back to cohort
Record W1996290902 · doi:10.1097/acm.0b013e31803ea942

Continuous Quality Improvement and Community-Based Faculty Development through an Innovative Site Visit Program at One Institution

2007· article· en· W1996290902 on OpenAlex
Rebecca Malik, Risa Bordman, Glenn Regehr, Risa Freeman

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueAcademic Medicine · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicReflective Practices in Education
Canadian institutionsOffice of the Chief Medical ExaminerUniversity of Toronto
FundersUniversity of Toronto
KeywordsMedical educationFaculty developmentProgram evaluationQuality (philosophy)Resource (disambiguation)Process (computing)Quality managementPsychologyProfessional developmentComputer scienceMedicineEngineeringPolitical scienceManagement system

Abstract

fetched live from OpenAlex

This article describes and evaluates a unique site-visit process for community-based teaching sites. A continuous quality-improvement program was developed by the undergraduate program in the Department of Family and Community Medicine at the University of Toronto Faculty of Medicine to facilitate and document both self- and peer-assessment. A pilot program was launched in 2000, and, after some adjustments based on initial feedback, the program in its current form was implemented in 2002. This program provides individualized support mechanisms to address the faculty development needs and infrastructure requirements of community-based, mostly volunteer, teachers. It also trains participating reviewers to provide individualized faculty development at the point of teaching. During their training, reviewers receive a toolkit consisting of suggestions for initial contact with teachers, guidelines for peer assessments, previously completed previsit teacher surveys, reviewer checklists, postvisit feedback forms, sample thank-you letters, and a faculty development reference resource list. A two-year evaluation of the program demonstrated that faculty and reviewer participants perceived it to be comprehensive, consistent, informative, and an acceptable method of reviewing existing and prospective community-based teaching sites. This program should be transferable to other institutions that engage in community-based teaching.

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)0.011
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.669
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
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 head0.181
GPT teacher head0.518
Teacher spread0.337 · 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