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Record W6990175914

Coupling of the International Society for Contact Lens Research with the Evolution of Soft Contact Lenses

2022· article· en· W6990175914 on OpenAlexaff

Bibliographic record

VenueIndiana Magazine of History (Indiana University) · 2022
Typearticle
Languageen
FieldMedicine
TopicOcular Surface and Contact Lens
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsContact lensCoupling (piping)Lens (geology)Reflection (computer programming)Physical optics
DOInot available

Abstract

fetched live from OpenAlex

The advent of soft contact lenses and the paucity of knowledge of the new modality encouraged some leading minds of the time to form a new society, the International Society for Contact Lens Research. The purpose was to provide a forum for the exchange of information on the most current research and developments of contact lenses and its effects on the eye. The limited membership of the society that the founders proposed was to stage scientific meetings that would have minimal presentation time to allow for maximum discussion time of the presented information. Unconcerned about the risk of failure and recriminations of establishing a society of limited membership, the bold steering committee invited researchers involved in this new science and development of contact lenses to become members. The steering committee also realized that it was necessary to enfold the contact lens industry and their scientists in the society. Here we outline that journey from 1978 and how the society has maintained currency. The society, through its scientific meetings, can lay claim to fostering research that led to important developments in the field of contact lenses.

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)0.001
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.755
Threshold uncertainty score0.581

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 science0.0010.000
Research integrity0.0000.000
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 head0.036
GPT teacher head0.240
Teacher spread0.204 · 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 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

Citations1
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueIndiana Magazine of History (Indiana University)Same topicOcular Surface and Contact LensFrench-language works237,207