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Record W7134287344 · doi:10.26181/14963856.v1

Enhancing professional practice and professionalism among Canadian rural paramedics

2021· article· W7134287344 on OpenAlexaboutno aff
Mathieu Grenier, Julia Van-Vuuren, Evelien Spelten

Bibliographic record

VenueLa Trobe University · 2021
Typearticle
Language
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsnot available
Fundersnot available
KeywordsFocus groupThematic analysisScope of practiceContinuing professional developmentProfessional developmentQualitative researchHealth careAction (physics)Perception

Abstract

fetched live from OpenAlex

Introduction The scope of paramedic practice is being redefined and expanded. Professional development and clinical expertise are not only necessary for paramedics to perform their clinical functions and operational responsibilities, they are at the very core of their professionalisation. Professionalisation is a complex process, and the degree to which it can accomplished will impact society’s perception of the profession – and its trust in it – for years to come. This study investigated ways to enhance professional practice, from the point of view of the main healthcare providers in a rural area of Ontario, Canada. Methods A qualitative analysis informed by action research methodology was used. The research design was staged and consisted of focus groups and a World Café. The data were coded and organised into themes, using thematic analysis, and were triangulated with the literature. Results Three key themes emerged from the World Café and focus group conversations including current enablers of professionalisation; system components that promote professionalism; and community of practice to support professional development and clinical expertise. Conclusion Paramedic practice is evolving. This should be reflected in clinical practice and education, and more paramedic-led research. Paramedic training may need to move from the college to the university environment to reflect equal standing with colleagues in the broader healthcare system. This study shows strong motivation among paramedics and management to enhance professional practice and professionalism. To achieve this, a culture of trust, developing engagement and communication strategies and establishing a community of practice are crucial.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesResearch integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.532
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0050.001
Scholarly communication0.0000.001
Open science0.0000.001
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0030.000

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 head0.021
GPT teacher head0.348
Teacher spread0.326 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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".

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Citations0
Published2021
Admission routes1
Has abstractyes

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