{"id":"W4409876068","doi":"10.1080/08164622.2025.2492761","title":"Drug releasing contact lenses and their application to disease presentations","year":2025,"lang":"en","type":"review","venue":"Clinical and Experimental Optometry","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Optometry; Drug; Contact lens; Medicine; Ophthalmology; Psychology; Pharmacology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003671558,0.0006228746,0.000776895,0.002603837,0.0002733636,0.0008919771,0.0004821109,0.0007136801,0.004984241],"category_scores_gemma":[0.0006482935,0.000217621,0.0005004682,0.001297163,0.0003873507,0.0008555606,0.0005567287,0.001110993,0.001557775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003971187,"about_ca_system_score_gemma":0.0005363842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001092235,"about_ca_topic_score_gemma":0.001792542,"domain_scores_codex":[0.9997359,0.00003890501,0.00004032631,0.00003881528,0.0001204459,0.0000256202],"domain_scores_gemma":[0.9997877,0.0001148914,0.00003458744,0.000006038755,0.00004544721,0.00001137927],"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":[0.00007425783,0.00006606916,0.000277645,0.02078747,0.00006822833,0.0005297571,0.0001453664,0.0002794873,0.005918602,0.004331149,0.01376925,0.9537526],"study_design_scores_gemma":[0.00001121424,0.0001258465,0.001054502,0.00276583,0.00006468565,0.003395102,0.00008512399,0.00009843941,0.001856506,0.0009892889,0.9895372,0.00001612447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003859584,0.9968373,0.0001962388,0.0001325404,0.0001503003,0.000009495802,0.00002083399,0.00001171446,0.002255646],"genre_scores_gemma":[0.00285784,0.9950967,0.0003095499,0.0001458228,0.0001261469,0.00001062627,0.00003694076,0.000002704548,0.001413591],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004984241,"threshold_uncertainty_score":0.01667392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04252784139821265,"score_gpt":0.4543692802859864,"score_spread":0.4118414388877737,"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."}}