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Record W4313433926 · doi:10.15626/sjovs.v15i2.3647

Celebrating 50 years of optometry education in Norway.

2022· article· en· W4313433926 on OpenAlexaboutno aff
Rigmor C. Baraas, António Filipe Macedo

Bibliographic record

VenueScandinavian Journal of Optometry and Visual Science · 2022
Typearticle
Languageen
FieldMedicine
TopicOphthalmology and Visual Health Research
Canadian institutionsnot available
Fundersnot available
KeywordsOptometryMedicine

Abstract

fetched live from OpenAlex

We are nearing the end of 2022. The year when the Norwegian optometry education celebrated 50 years of innovation and excellence. Congratulations, Norway! During these 50 years the professional education has gone from being a craft to becoming a health care profession with education at bachelor's, master's and doctoral level. It all started in Kongsberg in 1972, with a 2-year vocational training program in optics at Tinius Olsens Tekniske School under the leadership of Jacob Kjell Hultgren. In 1977, this became a 2-year engineering college level degree program, which was extended to a 3-year degree program in 1987. This took place under the leadership of Kjell Inge Daae, a visionary leader who motivated and inspired many of today's staff to travel to the UK, Australia and Canada to build on their education and later to work towards and obtain PhDs. He understood the need for the education to be researchbased and the need to have staff that engaged in research as an integrated part of the education program.

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)0.003
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.035
Threshold uncertainty score0.336

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.043
GPT teacher head0.530
Teacher spread0.488 · 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.

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

Citations0
Published2022
Admission routes1
Has abstractyes

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