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Record W4411446834 · doi:10.1080/14739879.2025.2506086

Continuity interrupted: exploring discontinuity of education and mitigation strategies in family medicine

2025· article· en· W4411446834 on OpenAlex
Lorraine Plessis, Shelley Ross, Ann Lee

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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEducation for Primary Care · 2025
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsPreparednessThematic analysisCurriculumMedical educationQualitative researchTheme (computing)PsychologyMedicineNursingPedagogyPolitical scienceSociology

Abstract

fetched live from OpenAlex

BACKGROUND: Continuity of education (CoE) is a growing area of interest in health professions education, both for its impacts on learning (continuity of curriculum and continuity of supervision; CoS) and for its influence on patient care (continuity of patient care; CoPC). The COVID-19 pandemic offered an opportunity to examine discontinuity of education and the potential impacts of interruption to CoE, a knowledge gap in medical education research. METHODS: We conducted 14 semi-structured qualitative interviews involving participants from a Canadian family medicine programme. We recorded and transcribed interviews conducted on Zoom that were then analysed iteratively using reflexive thematic analysis to identify major themes. RESULTS: We identified three themes. Theme 1: Changed relationships: an alteration due to mitigation strategies. Theme 2: Preparedness for practice: a decrease despite mitigation strategies. Theme 3: Adaptivity in the face of change: a consequence of mitigation strategies. CONCLUSION: This study suggests that there are three main implications resulting from the impacts of disruption to CoE. Faculty development and curricular design are needed to support interrupted relationships, including finding ways to help faculty and residents nurture changed relationships. Physicians in their first 5 years of practice who have experienced disruption in their training may benefit from additional support to address the negative impact on their sense of preparedness for practice. Finally, the positives learned from this study can be used to face future disruptions to CoE.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.863
Threshold uncertainty score0.530

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.027
GPT teacher head0.357
Teacher spread0.330 · 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