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Record W3048375006 · doi:10.26633/rpsp.2020.93

Regulation of nursing practice in the Region of the Americas

2020· article· en· W3048375006 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRevista Panamericana de Salud Pública · 2020
Typearticle
Languageen
FieldNursing
TopicNursing education and management
Canadian institutionsnot available
FundersWorld Health Organization
KeywordsContinuing educationNursingProfessional developmentProfessional associationPolitical scienceMedicineMedical educationPublic relations

Abstract

fetched live from OpenAlex

OBJECTIVE: To describe and analyze the current nursing regulations across countries in the Region of the Americas. METHODS: A country comparative analysis was carried out by gathering information from the ministries of health, nursing schools, councils, associations, and boards in 2018. The main categories evaluated were type of regulatory bodies, requirements for initial professional registration, and registration renewal. RESULTS: All countries regulate the nursing profession through a regulatory body. Competency exams for initial registration are required in the United States, Canada, and most Caribbean countries. Registration renewal is required in 54.3% of the countries. Continuing education is required for professional registration renewal in the United States, Canada, and 53% of Caribbean countries. Labor hours are required in the United States and Canada. CONCLUSION: Regulations promote and protect professional integrity. The Pan American Health Organization/World Health Organization recommends that countries make efforts to evaluate competency and training, consider the use of competency exams for initial registration, and add continuing education as requirements for registration renewal.

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.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.880
Threshold uncertainty score0.312

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.041
GPT teacher head0.345
Teacher spread0.304 · 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