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Record W4406297375 · doi:10.1080/08164622.2025.2451346

Quarter of a century of contact lens prescribing trends in Australia (2000–2024)

2025· article· en· W4406297375 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueClinical and Experimental Optometry · 2025
Typearticle
Languageen
FieldMedicine
TopicOcular Surface and Contact Lens
Canadian institutionsnot available
Fundersnot available
KeywordsContact lensQuarter (Canadian coin)OptometryLens (geology)Relevance (law)MedicineOphthalmologyHistoryEngineeringPolitical science

Abstract

fetched live from OpenAlex

CLINICAL RELEVANCE: Knowledge of contact lens prescribing trends can (a) assist practitioners to benchmark their own prescribing habits, (b) help the contact lens industry understand preferred products, and (c) support academics in scholarly writings. BACKGROUND: This work aims to document contact lens prescribing trends in Australia over the past quarter of a century. METHODS: An annual survey of contact lens prescribing trends was conducted in Australia each year from 2000 to 2024, inclusive, by asking optometrists to provide information relating to 10 consecutive contact lens fits undertaken between January and March. RESULTS: Over the 25-year survey period, a total of 20,281 contact lens fits were reported. Lens wearers were 34.4 ± 14.7 years of age and 65% were female. Over the survey period, rigid lenses increased from 13% to 21% of all lens fits. Of all soft lens fits, silicone hydrogel lenses increased from 22% to 96%; soft torics increased from 24% to 30%; daily disposables increased from 7% to 63%; soft extended wear decreased from 16% to 5%; multifocals increased from 5% to 26%; and myopia control (first fit in 2011) reached 3% by 2024. Rigid lens extended wear (primarily orthokeratology) increased from 0.3% to 17% of rigid lens fits, primarily for myopia control. Multi-purpose lens care solutions are ubiquitous, and peroxide systems are seldom prescribed. Rigid lenses and monthly replacement soft lenses are largely worn full time, whereas daily disposables are worn full time and part time in equal measure. Australian and global prescribing trends are broadly consistent. CONCLUSIONS: Contact lens fitting trends this century can be characterised as: soft lenses - significant increase in silicone hydrogels, daily disposables, torics and multifocals; rigid lenses - dominance of high-Dk materials, and recent resurgence in scleral and orthokeratology fits. There is little extended wear fitting. Multi-purpose care systems are ubiquitous.

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.

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)0.000
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 score0.050
Threshold uncertainty score0.463

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.042
GPT teacher head0.410
Teacher spread0.368 · 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