MétaCan
Menu
Back to cohort
Record W4234051141 · doi:10.15353/cjo.70.678

President’s Podium | Mot du président

2008· article· fr· W4234051141 on OpenAlexvenueno aff
Len Koltun

Bibliographic record

VenueCanadian journal of optometry/CJO. Canadian journal of optometry · 2008
Typearticle
Languagefr
FieldMedicine
TopicOphthalmology and Visual Health Research
Canadian institutionsnot available
FundersQueen Mary University of London
KeywordsPolitical science

Abstract

fetched live from OpenAlex

O ne important component of CAO's 2006 -2009 strategic plan is prioritizing our internal and external communications.We are concentrating on improved relationships with government, inter and intra professional as well as our optometric students.At several meetings this past year CAO council has been steadily creating opportunities to improve student relations and access for improved communications -'the Key'!Several new initiatives include:  Appointing Dr. Henry Smit (NS Councilor to CAO) as our new student relations' liaison. In May 2008 CAO launched a new free student membership opportunity to all North American optometry students available simply by applying through the CAO website.This provides students with access to many CAO on line publications as well as access for inquiries to our head offi ce. At its July meeting CAO Council ratifi ed a proposal to provide funding for student's 'White Coat Ceremony' at U of W. This 'ceremony' is a

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)0.007
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Bibliometrics, Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesResearch integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.131
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0180.006
Science and technology studies0.0020.003
Scholarly communication0.0000.002
Open science0.0030.000
Research integrity0.0020.007
Insufficient payload (model declined to judge)0.0130.001

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 head0.073
GPT teacher head0.443
Teacher spread0.370 · 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; both teacher heads agree on what is shown here.

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
Published2008
Admission routes1
Has abstractyes

Explore more

Same venueCanadian journal of optometry/CJO. Canadian journal of optometrySame topicOphthalmology and Visual Health ResearchFrench-language works237,207