MétaCan
Menu
Back to cohort
Record W4407291244 · doi:10.1016/j.clae.2025.102381

Designing a contact lens with atropine base using a microemulsion technique

2025· article· en· W4407291244 on OpenAlexaff
Md. Abdullah Aziz, Furqan A. Maulvi, Ditixa T. Desai, Rajesh Kuppusamy, Kishor Mazumder, Alex Hui, Fiona Stapleton

Bibliographic record

VenueContact Lens and Anterior Eye · 2025
Typearticle
Languageen
FieldMedicine
TopicOcular Surface and Contact Lens
Canadian institutionsUniversity of Waterloo
FundersUniversity of New South Wales
KeywordsMicroemulsionContact lensAtropineBase (topology)Materials scienceLens (geology)OpticsBiomedical engineeringMedicineOphthalmologyEngineeringMathematicsChemical engineeringPhysicsAnesthesia

Abstract

fetched live from OpenAlex

PURPOSE: Myopia or near-sightedness is a global vision problem. Atropine eye drops and myopia-controlling contact lenses can help to slow down its progression, but neither is sufficient alone. The present research work was conducted to design a contact lens embedded with an atropine base within a microemulsion system. The goal was to improve the stability of atropine base and facilitate its release from the lens, preventing the rapid clearance observed with atropine eye drops. METHODS: Two microemulsions, one with a pH of 7.4 and the other with a pH of 6.5, were developed using the surfactant D-alpha-tocopherol polyethylene glycol 1000 succinate (TPGS), the co-surfactant polyethylene glycol 400 (PEG 400), the emulsifier Capmul MCM C8, atropine base, and phosphate-buffered saline (PBS). The microemulsions were kept at room temperature (21 °C) and the amount of the atropine base in microemulsions were checked periodically over one year using reverse-phase High Performance Liquid Chromatography (RPHPLC) to determine its stability. The globule size of the formulations was measured using a zetasizer. MiSight contact lenses were soaked in the atropine base microemulsion formulations for 24 h, and the amount of atropine base loaded into contact lenses and released in PBS was measured by a RPHPLC. ISO 10993-5 guidelines were used to measure the in vitro cytotoxicity of atropine base loaded contact lenses. RESULTS: The atropine base was more stable in the microemulsion at pH 6.5 (ME 6.5) with less than 4 % degradation, compared to a 10 % degradation at pH 7.4 (ME 7.4). The globule sizes of the microemulsions ranged between 17-21 nm. MiSight lenses absorbed4.25 ± 1.67 µg atropine base from ME 6.5, with the majority of the atropine base (3.52 ± 0.03 µg) released within 2 h. However, elutes from atropine base loaded contact lenses were toxic to human corneal epithelial cells (HCECs), reducing cell viability to less than 5 % after 24 h. CONCLUSIONS: While the microemulsions were stable and the contact lenses released sufficient amounts of atropine base, future studies are needed to address the toxicity issue.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.190
Threshold uncertainty score1.000

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 head0.015
GPT teacher head0.269
Teacher spread0.254 · 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.

Study designBench or experimental
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

Citations3
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueContact Lens and Anterior EyeSame topicOcular Surface and Contact LensFrench-language works237,207