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Survey of Bandage Lens Use in North America, October???December 2002

2004· article· en· W1972848017 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEye & Contact Lens Science & Clinical Practice · 2004
Typearticle
Languageen
FieldMedicine
TopicOcular Surface and Contact Lens
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsMedicineContact lensBandageOptometryFamily medicineOphthalmologySurgery

Abstract

fetched live from OpenAlex

PURPOSE: The purpose of this work was to report the findings of a survey of current modes of bandage lens (BL) use by optometrists and ophthalmologists in Canada and the United States in 2002. METHODS: Two thousand voluntary surveys were sent to ophthalmic practitioners across the United States and Canada. The survey contained a questionnaire with 15 questions about the practitioner's background and BL-prescribing trends and views. It also contained a 10-patient list with parameters such as patient profile, BL type, and pharmaceutical use. RESULTS: Seventy-two percent of those opthalmic practitioners who returned surveys have prescribed soft contact lenses for therapeutic purposes. BLs are most often used for corneal wound healing and for managing postoperative complications. Pharmaceuticals are concomitantly administered in more than 81% of the patients treated with BLs. The most commonly prescribed pharmaceuticals are antibiotics (47.5% of patients) and antiinflammatory drugs (42% of patients). ACUVUE and Focus Night & Day lenses are the most popular choices for BLs. Most respondents (93%), regardless of whether they routinely prescribed BLs, would be interested in a BL that could deliver a topical pharmaceutical drug. CONCLUSIONS: The results from the survey indicated that BL use is prevalent across North America. The BL-prescribing habits of North American practitioners indicate that there is a strong interest and need for a drug-delivering therapeutic soft contact lens.

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)0.006
metaresearch head score (Gemma)0.039
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow)
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 score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.039
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0000.001
Scholarly communication0.0000.004
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.096
GPT teacher head0.398
Teacher spread0.302 · 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