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Record W4412578475 · doi:10.17483/mz0jk740

Éléments clés à intégrer dans une formation destinée à l’assistante infirmière-chef : une revue de la portée

2025· article· en· W4412578475 on OpenAlexafffundvenue
Maripier Jubinville, Caroline Longpré, Éric Tchouaket Nguemeleu, Stéphanie Robins, Fatima El-Mousawi, Émilie Bélanger, Katya Kruglova, Drissa Sia

Bibliographic record

VenueQuality Advancement in Nursing Education - Avancées en formation infirmière · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHealth, Medicine and Society
Canadian institutionsUniversity of OttawaUniversité du Québec en Outaouais
FundersRéseau de recherche portant sur les interventions en sciences infirmières du QuébecCanadian Nurses Foundation
KeywordsArtINTHumanitiesPhilosophyComputer scienceOperating system

Abstract

fetched live from OpenAlex

Background: The position of the charge nurse involves clinico-administrative responsibilities and requires five essential competencies: leadership, interpersonal communication, clinical-administrative caring, problem-solving, and knowledge and understanding of the work environment. However, these competencies are rarely addressed in ongoing training for charge nurses in health care institutions, and the existing trainings identified either do not cover all five required competencies or provide only limited content related to them. As a result, without appropriate training, charge nurses may be unable to fully meet the complex demands of their position and there will be a gap between the complex requirements of this position and the ability to meet them. There is a clear need for a scientifically grounded training that addresses these gaps. Objective: To identify the key elements for operationalizing and strengthening the competencies required for the position of charge nurse, with a view to incorporating them into a training to be developed for this purpose. Method: A scoping review was conducted using the Joanna Briggs Institute (JBI) methodology. Using a strategy developed by the research team, the CINAHL, MEDLINE, Cairn, and ScienceDirect databases as well as grey literature sources were queried. To be included, publications had to meet the following criteria: address the charge nurse position and include at least one key element for implementing or strengthening at least one of the five core competencies; be published between 2000 and 2021; and be written in either French or English. Findings: Out of 2,672 records identified, 23 articles met the inclusion criteria for this scoping review. Analysis of these publications revealed key elements that could be associated with conceptual content, practical application or knowledge integration. Conclusion: This scoping review helped identify the content to be incorporated into charge nurse training currently under development, thus supporting the development and reinforcement of charge nurses’ competencies, thereby enabling them to effectively fulfill their position.

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)0.026
metaresearch head score (Gemma)0.046
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.041
Threshold uncertainty score0.139

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0260.046
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.003
Bibliometrics0.0130.017
Science and technology studies0.0030.009
Scholarly communication0.0150.019
Open science0.0030.005
Research integrity0.0080.009
Insufficient payload (model declined to judge)0.0060.001

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 head0.041
GPT teacher head0.483
Teacher spread0.442 · 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 designSystematic review
Domainnot available
GenreReview

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 routes3
Has abstractyes

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