{"id":"W4408336077","doi":"10.2147/opth.s512246","title":"The Impact of Comfort Eluting Agents and Replacement Frequency on Enhancing Contact Lens Performance","year":2025,"lang":"en","type":"review","venue":"Clinical ophthalmology","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Medicine; Contact lens; Ophthalmology; Optometry; Biomedical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001676683,0.0004126823,0.002713043,0.000102162,0.0001508984,0.00001243058,0.0002423701,0.0005831931,0.0001182371],"category_scores_gemma":[0.001354834,0.0002356836,0.001096796,0.0001708859,0.0001779736,0.00003373458,0.0001667449,0.001088507,0.00003880769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000153303,"about_ca_system_score_gemma":0.0009018187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005249118,"about_ca_topic_score_gemma":0.00000162589,"domain_scores_codex":[0.9965276,0.0004705833,0.001804885,0.0005552913,0.0001921152,0.0004495668],"domain_scores_gemma":[0.9949252,0.003157844,0.0008045831,0.0008831734,0.00009383707,0.00013537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006288961,0.0006289662,0.3014745,0.01810105,0.003204139,0.0006054643,0.00003506892,0.000001004077,0.000002942924,0.0003315437,0.0003265995,0.6746598],"study_design_scores_gemma":[0.007506329,0.05302591,0.2836091,0.1658111,0.009492371,0.003653363,0.0001209509,0.0001255913,0.00001879856,0.0001653651,0.4744938,0.001977385],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2067808,0.7815842,0.000001779373,0.0000443745,0.0005440093,0.001043189,0.0000189177,0.00001622551,0.009966552],"genre_scores_gemma":[0.07217522,0.9260925,0.00003491426,0.00008054996,0.0001308536,0.00003391536,0.0000404534,0.00002997564,0.001381635],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6726824,"threshold_uncertainty_score":0.96109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1179082465283673,"score_gpt":0.4679231326467142,"score_spread":0.3500148861183469,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}