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Record W4390468027 · doi:10.28984/npoj.v3i2.425

Evaluating the implementation of the Nurse Practitioner role within Canada’s National Ballet School

2023· article· en· W4390468027 on OpenAlexaffabout
Erin Ziegler, Natalie Puccio, Rachel J. Bar

Bibliographic record

VenueCanadian Nurse Practitioner Journal · 2023
Typearticle
Languageen
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsResidenceConfidentialityNursingNurse practitionersScope of practiceBalletMedicinePsychologyHealth careMedical educationFamily medicineDanceSociology

Abstract

fetched live from OpenAlex

Aim: To evaluate the implementation of a nurse practitioner role within Canada’s National Ballet School (NBS) and evaluate the comfort level of student access care. Background: NBS is an internationally recognized professional ballet and academic program, with approximately 60% of their students living in residence. Until Fall 2020 there was no onsite regular primary care services. A family physician visited weekly to see residence students only. NBS recognized the need to provide more comprehensive primary care services to the students, as elite dancers may experience additional healthcare issues such as dance related injuries, nutritional issues and body dissatisfaction. The role of a nurse practitioner was implemented in Fall 2020. Methods: Utilizing a descriptive quantitative, multiple group design, a survey was distributed to participants. Participants included full-time students, parents and student-facing staff at the school. The study took place between July and August 2022. Findings: Participants included students (n=27), parents (n=22) and staff (n=20). Participants noted the positive impacts of having a nurse practitioner at the school, however students also noted some barriers. Four themes emerged regarding the role of the NP and comfort of students accessing care, including (1) Access to care; (2) Confidentiality and trust; (3) Increased support; and (4) Primary care. Conclusion: The role of the nurse practitioner was successfully implemented within the NBS. The evaluation demonstrated the nurse practitioner provided improved access to services and increased support. While most staff and parents understood the scope of practice of the nurse practitioner, not all students did.

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)0.027
metaresearch head score (Gemma)0.032
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.712
Threshold uncertainty score0.578

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0270.032
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0050.002
Scholarly communication0.0030.001
Open science0.0020.003
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 head0.062
GPT teacher head0.460
Teacher spread0.398 · 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 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

Citations0
Published2023
Admission routes2
Has abstractyes

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