MétaCan
Menu
Back to cohort
Record W4385410213 · doi:10.1097/acm.0000000000005359

Detour or New Direction: The Impact of the COVID-19 Pandemic on the Professional Identity Formation of Postgraduate Residents

2023· article· en· W4385410213 on OpenAlexafffundabout
Nathan Cupido, Laura Diamond, Kulamakan Kulasegaram, Maria Athina Martimianakis, Milena Forte

Bibliographic record

VenueAcademic Medicine · 2023
Typearticle
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsMount Sinai HospitalThe Wilson CentreUniversity of TorontoPublic Health Ontario
FundersDepartment of Family and Community Medicine, University of Toronto
KeywordsSocializationIdentity (music)PandemicThematic analysisCurriculumAgency (philosophy)PsychologyMedical educationNursingSociologyCoronavirus disease 2019 (COVID-19)Social psychologyMedicineQualitative researchPedagogySocial science

Abstract

fetched live from OpenAlex

PURPOSE: The COVID-19 pandemic has resulted in numerous disruptions to health professions education training programs. Much attention has been given to the impact of these disruptions on formal learning opportunities in training; however, little attention has been given to the impact on professional socialization and professional identity formation. This study explored the impact of the pandemic and resultant curricular changes on the professional identity of family medicine residents. METHOD: 23 family medicine residents at the University of Toronto were interviewed between September 2020 and September 2022. Using symbolic interactionism as a theoretical framework, thematic analysis explored the meanings residents attributed to both experiences that were disrupted due to the pandemic, and new experiences that resulted from these disruptions. RESULTS: Participant responses reflected that disruptions in training did not always align with their expectations for family medicine and plans for future practice; however, these new experiences also reinforced their understanding of what it means to be a family physician. While participants felt the pandemic represented a loss of agency and negatively impacted relationships in their training program, it also provided a sense of belonging and membership in their profession. Finally, these new experiences continually blurred the line between professional and personal identities through the impact of the pandemic on participants' sense of well-being and safety. CONCLUSIONS: The impact of the pandemic on training experiences extends beyond the loss of formal learning opportunities. Participant responses reflect the collective influence of the formal, informal, and hidden curriculum on the professional socialization and professional identity formation of residents-and how these different curricular influences were disrupted due to the pandemic. These training experiences have important implications for the future practice of residents who completed their training during the pandemic and highlight the role of training programs in supporting the professional identity formation of residents.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.031
Threshold uncertainty score0.063

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0070.009
Scholarly communication0.0020.002
Open science0.0010.006
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.284
GPT teacher head0.545
Teacher spread0.261 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations6
Published2023
Admission routes3
Has abstractyes

Explore more

Same venueAcademic MedicineSame topicCOVID-19 and Mental HealthFrench-language works237,207