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Record W3131692826 · doi:10.1111/medu.14476

Urban ideals and rural realities: Physiotherapists navigating paradox in overlapping roles

2021· article· en· W3131692826 on OpenAlexaffabout
Andrea Gingerich, Kevala Van Volkenburg, Sean B Maurice, Christy Simpson, Robin Roots

Bibliographic record

VenueMedical Education · 2021
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsPositive Living NorthDalhousie UniversityUniversity of Northern British Columbia
Fundersnot available
KeywordsFraming (construction)ConfidentialityNorm (philosophy)DutyConstructivist grounded theorySociologyPublic relationsGrounded theoryPsychologyNursingMedicineQualitative researchPolitical scienceLawSocial scienceGeography

Abstract

fetched live from OpenAlex

OBJECTIVES: Rural practitioners who develop a sense of belonging in their community tend to stay; however, belonging means neighbours become patients and non-clinical encounters with patients become unavoidable. Rural clinical experiences expose students to overlapping personal and professional relationships, but students cannot be duly prepared to navigate them because ethical practice standards primarily reflect urban, and not rural, contexts. To inform such educational activities, this study examines rural physiotherapists' strategies for navigating overlapping relationships. METHODS: Constructivist grounded theory guided iterative recruitment of 22 physiotherapists (PTs) living and practising in rural, northern or remote (RNR) communities in British Columbia, Canada, and analysis of their experiences navigating overlapping relationships. RESULTS: PTs routinely navigate overlapping relationships while mindful of practice standards, neighbourly and community expectations, personal well-being and patient welfare. While off-duty, they balance opposing expectations and manage various responsibilities to achieve contradictory goals such as being a professional who protects patient confidentiality while being an active and cordial community member. While on-duty, they face ethical dilemmas where deciding not to treat acquaintances potentially denies access to care but allows for clearer personal-professional boundaries and deciding to treat contravenes (urban) practice standards but could allow for customised patient care based on knowledge gained through both clinical and social interactions. CONCLUSION: Overlapping relationships are a rural norm. Urban ethical practice standards imposed on rural contexts put RNR practitioners in a paradoxical situation where clinical and social interactions must be but cannot be partitioned. Examining the identified strategies through the lens of paradox theory shows sophisticated cognitive framing of the conflicting and interrelated aims inherent to living and practising in RNR communities. Consequently, introducing a paradox mindset in educational activities could be explored as a way to prepare students for the ethically complex overlapping relationships that they will need to navigate during RNR clinical experiences.

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 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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.228
Threshold uncertainty score0.893

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.017
GPT teacher head0.444
Teacher spread0.427 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations11
Published2021
Admission routes2
Has abstractyes

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