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Record W2890492846 · doi:10.15574/sp.2018.89.20

Assay of international experience in accreditation of continuing professional development of medical workers

2018· article· en· W2890492846 on OpenAlexaboutno aff
R.V. Marushko, K.R. Marushko

Bibliographic record

VenueSOVREMENNAYA PEDIATRIYA · 2018
Typearticle
Languageen
FieldMedicine
TopicMedical and Biological Sciences
Canadian institutionsnot available
Fundersnot available
KeywordsAccreditationProfessional developmentContinuing professional developmentMedical educationContinuing educationMedicineNursing

Abstract

fetched live from OpenAlex

The system of continuing medical education, continuing professional development of medical workers is widespread all over the world, but there are different approaches and peculiarities of its organization. Standards and requirements for the planning and provision of continuing education and certification system, that confirms the implementation of these standards and requirements, have long been developed and are being used in Europe and North America. An important link in the organization and providing high quality postgraduate education for doctors is the accreditation of educational activities. The analysis of existing models of accreditation of educational activities in the US, Canada and EU countries has showed that the accreditation of educational activities in these countries has its own characteristics. The most perfect, effective and internationally recognized model can be considered the provider accreditation of continuing medical education in the United States. Also there is highly effective combined model of accreditation which is used in Canada. On the way to further development and improvement of the system of postgraduate education in Ukraine, important place occupies the use of the experience of countries with a stable, highly effective continuing system of professional training and education of medical workers taking into account national peculiarities, the existing accreditation model and the educational infrastructure. The introduction of the most effective model of accreditation in Ukraine will facilitate Ukraine's access to the international community of continuing medical education, continuing professional development of medical workers.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.033
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.051
GPT teacher head0.373
Teacher spread0.323 · 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.

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

Citations4
Published2018
Admission routes1
Has abstractyes

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