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Record W4388777101 · doi:10.33425/2639-9474.1246

Permanent Education for Health Professionals during COVID-19: Scoping Review

2023· article· en· W4388777101 on OpenAlex
Isabelle Lima Lemos, Ariela Victória Borgmann, Andressa Becker Motta, Amanda Freschi Jaworski, Tatheanne da Silva Trindade dos Santos, Gisele Tomazinho Fumagalli, Elaine Rossi Ribeiro

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

VenueNursing & Primary Care · 2023
Typearticle
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsnot available
Fundersnot available
KeywordsPandemicContext (archaeology)PortugueseCoronavirus disease 2019 (COVID-19)Continuing educationMEDLINEDescriptive researchMedicineMedical educationNursingPolitical scienceGeographySocial scienceSociologyDiseasePathologyInfectious disease (medical specialty)

Abstract

fetched live from OpenAlex

Background: The pandemic of COVID-19 was declared by the World Health Organization on March 11, 2020. With this, the world had to adapt to a new way of carrying out permanent health education. The objective was to map what the national and international literature currently has to say about how continuing education is being provided to health professionals in the context of the COVID-19 pandemic. Methodology: This is a scoping review, thus, the PRISMA-ScR guidelines were used for its elaboration. The search was performed in several stages, by four independent reviewers, following the criteria of the Joanna Briggs Institute (JBI), in the following databases: PubMed, Science Direct, LILACS and MEDLINE (via BVS). The descriptors used were "Continuing Education", "health" and "COVID-19". Results: Ten articles dealing with the proposed theme were included and analyzed in this review. The year of publication ranged from 2020 to 2021. Six articles were conducted in Brazil, one in Poland, one in China and one in Canada. Five of them were in Portuguese and five in English. Nine studies are descriptive experience reports and one theoretical-descriptive study of actions performed to promote HPS. The most prevalent research site was the Brazilian Basic Health Units (BHU), but it also occurred in tertiary hospitals. It was possible to identify several measures for continuing education in Brazil and worldwide during the COVID-19 pandemic. Conclusion: The strategies employed were effective and produced a positive impact on the communities employed. We encourage actions like those presented to be carried out within health services, within the reality and singularity of each place, in order to provide updates and continuity of education in health.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.520
Threshold uncertainty score1.000

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 communication0.0000.000
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 head0.096
GPT teacher head0.531
Teacher spread0.435 · 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