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Record W2564581102 · doi:10.12927/cjnl.2016.24892

Activities and Attributes of Nurse Practitioner Leaders: Lessons from a Primary Care System Change

2016· article· en· W2564581102 on OpenAlexaffvenueabout
Tammy O’Rourke, Kathryn Higuchi

Bibliographic record

VenueNursing leadership · 2016
Typearticle
Languageen
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsUniversity of OttawaAlberta Hospital Edmonton
Fundersnot available
KeywordsStakeholderNursingPrimary careQualitative researchNurse practitionersPrimary health careHealth carePsychologyPublic relationsMedicinePolitical scienceSociologyFamily medicine

Abstract

fetched live from OpenAlex

Nurse practitioners (NPs) are being encouraged to practice to the full extent of their skills, and they have a critical role to play in leading health system reform. The evidence in support of NP-led initiatives is growing; however, in spite of the positive outcomes associated with these initiatives, considerable opposition to and debate about the potential for NPs to lead health system change and interprofessional teams continues. To date, we know very little about NP leadership activities, particularly those activities that contribute to primary care system change, and there are very few examples of this type of leadership. The qualitative descriptive study here was part of a larger case study that examined stakeholder participation in a system change led by NPs. The change involved the introduction of a new NP-led model of team-based primary care delivery in Ontario, Canada. Data from participant interviews and public documents were analyzed to describe the activities and attributes (perseverance, risk-taking and effective communication) of two NP leaders who were the drivers of this change. Knowledge of these activities and attributes has the potential to inform NP leadership roles in health system policy planning and implementation. However, to be able to provide effective leadership in system change, NPs need access to educational content about public policy and opportunities to develop and practice the skills required to work with multiple stakeholders, including those who oppose change.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.399
Threshold uncertainty score0.696

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.389
GPT teacher head0.427
Teacher spread0.038 · 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 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

Citations10
Published2016
Admission routes3
Has abstractyes

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