{"id":"W4416456476","doi":"10.3390/pharmaceutics17121504","title":"Emulsion and Emulgel-Based Ophthalmic Drug Delivery Systems","year":2025,"lang":"en","type":"article","venue":"Pharmaceutics","topic":"Advanced Drug Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; National Eye Institute; Canada Foundation for Innovation; Retina Research Foundation","keywords":"Drug delivery; Drug; Bioavailability; Delivery system; Emulsion; Microemulsion","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008824899,0.0004929558,0.0005449288,0.0003804481,0.0005397515,0.00007776779,0.00045936,0.0003673155,0.0001904052],"category_scores_gemma":[0.00008912131,0.0005077716,0.0001295294,0.0005555088,0.0003433399,0.00024212,0.0002367872,0.001153771,0.0002288106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002656477,"about_ca_system_score_gemma":0.0001556798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000454486,"about_ca_topic_score_gemma":0.000006970585,"domain_scores_codex":[0.9966372,0.0008094278,0.0007221257,0.0006879614,0.0002851825,0.0008580862],"domain_scores_gemma":[0.9976188,0.001021566,0.0002360368,0.0004299369,0.0002545065,0.000439185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004286991,0.002595274,0.2155796,0.005510593,0.002322939,0.001122907,0.00251268,0.1129134,0.3869275,0.007709088,0.09525561,0.1632635],"study_design_scores_gemma":[0.004283644,0.00004420801,0.0005307436,0.0001711711,0.0004551874,0.00005989913,0.0004344465,0.2792928,0.06598362,0.0002140434,0.6479082,0.0006220739],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503142,0.02694839,0.002008213,0.001196041,0.007951677,0.001573924,0.0001922001,0.0005117558,0.009303587],"genre_scores_gemma":[0.990783,0.001084476,0.0002690464,0.003287573,0.0002790926,0.0001297715,0.00004594422,0.00005482306,0.004066288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5526526,"threshold_uncertainty_score":0.9997374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0905791884010622,"score_gpt":0.4425055195672534,"score_spread":0.3519263311661912,"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."}}