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Record W3202719627 · doi:10.12927/cjnl.2021.26592

Practice Patterns of Nurse Practitioners in a Multi-Site Academic Healthcare Setting

2021· article· en· W3202719627 on OpenAlexaffvenueabout
Barbara Bailey, Faith Donald, Marijana Zubrinic, Kelly McNabb, Helen Kelly

Bibliographic record

VenueNursing leadership · 2021
Typearticle
Languageen
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsKingston Health Sciences CentreToronto General HospitalToronto Metropolitan UniversityUniversity Health Network
Fundersnot available
KeywordsHealth careNursingPsychologyAcute careMedical educationPopulationMedicinePolitical science

Abstract

fetched live from OpenAlex

OBJECTIVE: The objective of this paper is to describe the day-to-day activities, known as practice patterns, of nurse practitioners (NPs) across a four-site academic healthcare network in Ontario, which comprises acute, primary, rehabilitation and complex continuing care. BACKGROUND: Information regarding NP practice patterns is available from other jurisdictions and practice settings, but information specific to large, urban and multi-site organizations is available to a lesser extent. This information can inform and support leaders' decisions about NP roles and responsibilities. METHOD: A cross-sectional online survey was sent to the 125 NPs employed in this healthcare network. RESULTS: Respondents (n = 45) were primarily experienced, graduate-prepared NPs, who work with specialized populations and support the education of healthcare professional trainees. The majority of these NPs' activities focused on direct and indirect care, with fewer activities centred on leadership/administration, education, research and personal breaks. Clinical care activities varied among NPs and were contextual to the population and program. CONCLUSION: While direct and indirect care are vital components of NP practice, the overwhelming emphasis on these components indicates that the organization and the healthcare system are losing opportunities to capitalize on advanced nursing practice knowledge and skills in the domains of leadership, research and education.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesResearch integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.622
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0010.003
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 head0.335
GPT teacher head0.501
Teacher spread0.166 · 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.

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

Citations4
Published2021
Admission routes3
Has abstractyes

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