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Record W3203698319 · doi:10.1016/j.ijnsa.2021.100044

Job titles and education requirements of registered nurses in primary care: An international document analysis

2021· article· en· W3203698319 on OpenAlexaff
Crystal V. Barrett, Maria Mathews, Marie-Ève Poitras, Allison A. Norful, Ruth Martin‐Misener, Joan Tranmer, Dana Ryan, Julia Lukewich

Bibliographic record

VenueInternational Journal of Nursing Studies Advances · 2021
Typearticle
Languageen
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsDalhousie UniversityUniversité de SherbrookeWestern UniversityQueen's UniversityMemorial University of Newfoundland
Fundersnot available
KeywordsPrimary careNursingMedicinePsychologyMedical educationFamily medicine

Abstract

fetched live from OpenAlex

Background: Registered nurses have increasingly taken on new, integrated roles across a variety of health care settings, thus leading to a lack of clarity among titles used to identify registered nurses. Protected titles, such as "registered nurse," identify regulated professionals, whereas informal job titles identify nurses by their education or practice area. The variation in education requirements of registered nurses and the inconsistency in titles used to identify registered nurses in primary care internationally limits the ability to compare research findings and policies across countries. There is also minimal documentation on the education requirements specific to registered nurses in primary care. Objectives: This study aims to (a) outline protected titles and education requirements for registered nurses; and (b) identify job titles and education requirements specific to registered nurses in primary care internationally. Methods: =42). Online searches were performed using keywords (e.g. nurse, title, nursing education) to identify data focused on protected titles and education requirements of registered nurses, and job titles and education requirements of registered nurses in primary care. Data were extracted from online sources and verified for accuracy and completeness by key informants, identified for each country through online searches or professional networks. Results: Out of the 42 eligible countries, 24 countries were included in the final analysis. Five countries were excluded for their lack of available documents in English or French and 13 countries were excluded due to an inability to verify data with key informants. The findings show that "registered nurse" is the most common protected title internationally. Other protected titles include "general nurse" and "nurse." Many unofficial job titles for registered nurses in primary care were identified, including "primary care nurse," "general practice nurse," and "community nurse." Twelve countries had no specific job title for registered nurses in primary care. Consistently, there was no mandatory education required for registered nurses to practice in primary care. However, many countries had primary care-specific programs available for nurses to gain knowledge in this area. Conclusions: This study confirms that job titles used to identify registered nurses in primary care vary considerably across countries. A unified understanding of international nomenclature for this role can support and facilitate future research, education, and policy development to recognize and optimize primary care nursing by improving access and quality of care for individuals, families, and communities. Tweetable abstract: Globally, job titles of RNs in primary care vary considerably and there are no formal primary care education requirements to practice.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.514
Threshold uncertainty score0.348

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 studies0.0000.000
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 head0.102
GPT teacher head0.550
Teacher spread0.449 · 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 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

Citations49
Published2021
Admission routes1
Has abstractyes

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