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Record W3032926274 · doi:10.3138/jvme-2019-0086

An International Collaborative Approach to Developing Training Guidelines for Veterinary Paraprofessionals

2020· article· en· W3032926274 on OpenAlexvenueno aff
Rowland N. Cobbold, Heather L. Simmons, Jessica Cargill, Jennifer Lasley, J. C. Oosthuizen, David Μ. Sherman

Bibliographic record

VenueJournal of Veterinary Medical Education · 2020
Typearticle
Languageen
FieldHealth Professions
TopicVeterinary Practice and Education Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMedical educationTraining (meteorology)Veterinary medicineFaculty developmentMedicineProfessional developmentGeography

Abstract

fetched live from OpenAlex

Veterinary paraprofessionals (VPPs) are engaged worldwide in animal health management, disease surveillance and food safety control. In many countries, particularly developing countries, VPPs are critical to national veterinary services provision. Until recently, there were no globally recognized training requirements for VPPs. Recognition of VPPs’ qualifications and roles, and requirements for registration, vary greatly between jurisdictions. To address these issues, the World Organisation for Animal Health (OIE) has developed competency and curricular guidelines for VPPs. A collaborative approach was essential to this mission. Extensive consultation with individuals and agencies representing various countries, animal health and veterinary sectors, and forms of expertise, was undertaken. Collaborative methods included the formation of a guidelines development ad hoc group whose diversity reflected project needs, the use of existing OIE Member Country data to understand roles of VPPs globally, conducting stakeholder surveys to collate VPP competency expectations and solicit feedback on draft guidelines, and in-country missions to validate draft curricular models. The initial deliverable from this work was publication of Competency Guidelines for VPPs. This document provides recommendations on the knowledge, skills, attitudes, and aptitudes that could be expected of VPPs following effective training. The companion document, OIE Curricular Guidelines for VPPs, provides recommendations on coursework structure and content to achieve these competencies. These guidelines will assist countries worldwide in more effectively training and qualifying VPPs so that they can contribute positively to the provision of veterinary services. Another potential impact is to catalyze the review of educational and regulatory standards regarding the respective work rights and activities of veterinarians and VPPs.

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)0.011
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.320
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
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 head0.812
GPT teacher head0.659
Teacher spread0.153 · 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 designNot applicable
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

Citations5
Published2020
Admission routes1
Has abstractyes

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