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Record W3134651890 · doi:10.15353/cjo.v83i1.1711

Assessing the Skills of Alberta’s Refracting Opticians: Can Opticians Safely and Independently Refract and Prescribe Optical Appliances?

2021· article· en· W3134651890 on OpenAlexvenueaboutno aff
Alyssa Erin Anderson, Gordon Hensel

Bibliographic record

VenueCanadian journal of optometry/CJO. Canadian journal of optometry · 2021
Typearticle
Languageen
FieldMedicine
TopicOphthalmology and Visual Health Research
Canadian institutionsnot available
Fundersnot available
KeywordsMedical prescriptionOptometryLegislatureScope (computer science)MedicinePolitical scienceNursingComputer scienceLaw

Abstract

fetched live from OpenAlex

Alberta is one of three Canadian provinces that permits optician-performed refractions. Recently, the Alberta College and Association of Opticians (ACAO) has requested an expansion of opticians’ scope of practice to include the ability to prescribe optical appliances, an activity currently restricted to optometrists and ophthalmologists. For the remainder of this paper, the term “prescribe” should be interpreted as the prescription of an optical appliance, not a therapeutic pharmaceutical agent. In this paper, we investigate whether designated refracting opticians in Alberta have adequate training and knowledge to safely and independently perform a refraction and prescribe an optical appliance. To answer this research question, we composed a list of 27 skills we deem necessary to safely and independently refract and prescribe. We then evaluated the Northern Alberta Institute of Technology’s (NAIT) opticianry programs and the entry to practice examinations administered by the National Association of Canadian Optician Regulators (NACOR) and the Optometry Examining Board of Canada (OEBC) in terms of their coverage of these 27 skills. Our findings show that NAIT’s optical science programs either do not cover or do not practically assess students on over half (59 percent) of the skills required to safely and independently refract and prescribe, and the NACOR examination fails to cover 77 percent of the skills required to safely refract and prescribe. Based on this information, refracting opticians in Alberta do not possess adequate training and knowledge to safely and independently perform a refraction and prescribe an optical appliance. Granting opticians the legislative authority to independently refract and prescribe may result in a public health issue, as there may be an increase in the number of un-diagnosed or un-detected eye and systemic diseases.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.569
Threshold uncertainty score0.867

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.001
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 head0.054
GPT teacher head0.460
Teacher spread0.406 · 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 source (direct Gemma or distilled Codex), 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

Citations3
Published2021
Admission routes2
Has abstractyes

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