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Record W4412578413 · doi:10.17483/r8kpfg49

Development of a Nurse Practitioner Fellowship Program in Cardiometabolic Health

2025· article· en· W4412578413 on OpenAlexaffvenue
Maria Cecília Bueno Jayme Gallani, Alexandre Zarié, Bruno Pilote

Bibliographic record

VenueQuality Advancement in Nursing Education - Avancées en formation infirmière · 2025
Typearticle
Languageen
FieldMedicine
TopicHealth Promotion and Cardiovascular Prevention
Canadian institutionsInstitut universitaire de cardiologie et de pneumologie de QuébecUniversité Laval
Fundersnot available
KeywordsNursingNurse practitionersMedicineHealth carePolitical science

Abstract

fetched live from OpenAlex

In a landscape marked by the increasing prevalence of cardiovascular-kidney-metabolic (CKM) syndrome, there is a pressing need for novel health care models that offer optimal care to affected individuals. The current care system, marked by fragmentation and a lack of holistic approaches, falls short in addressing the multi-faceted needs of patients living with CKM syndrome, highlighting the necessity for a tailored and comprehensive care model. Nurse practitioners (NPs) are uniquely positioned to pioneer these innovative models, leveraging their nursing skills and incorporating medical activities into their practice. However, specialized education is essential, emphasizing a deep understanding of the complex, chronic, and progressively worsening nature of CKM syndrome. Fellowship programs are pivotal in equipping NPs with the expertise required to enact this advanced cardiometabolic health care paradigm. This article presents the process of development of a new NP fellowship program in cardiometabolic health developed by the faculty of nursing at a francophone university. This narrative outlines the context surrounding the development process of this program, stemming from the escalating incidence of cardiometabolic conditions compounded by the inadequacies of existing health care models. Addressing this gap, the proposed fellowship program aimed to refine NPs’ capabilities in managing cardiometabolic health intricacies through an immersive, multidisciplinary educational experience. This initiative represents the first of its kind in North America to be conducted in French and is designed to elevate the standard of care for individuals living with CKM syndrome. This paper encompasses a literature review and the adoption of conceptual frameworks like Calkin’s (1984) model for advanced nursing practice. The program’s structure, pedagogical strategies, and expected outcomes are thoroughly examined, showcasing the comprehensive approach taken to equip NPs with the skills and knowledge necessary for this specialized domain. The article argues for the critical role of specialized preparation in advancing NPs’ competencies, ultimately contributing to improved patient outcomes in cardiometabolic health. By fostering a deeper understanding and more effective management strategies, the fellowship program is poised to set a new standard in health care delivery for this growing patient population.

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)0.004
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.972
Threshold uncertainty score0.716

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
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 head0.040
GPT teacher head0.464
Teacher spread0.424 · 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 designOther design
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
Published2025
Admission routes2
Has abstractyes

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Same venueQuality Advancement in Nursing Education - Avancées en formation infirmièreSame topicHealth Promotion and Cardiovascular PreventionFrench-language works237,207