{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000439427,0.0006156364,0.0004367214,0.0008381599,0.000199712,0.0006027435,0.0003849955,0.0006691623,0.00209573],"category_scores_gemma":[0.0003470954,0.0002052913,0.0004271035,0.0004341876,0.0002362058,0.001024817,0.0005750624,0.0008196072,0.001010518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004778008,"about_ca_system_score_gemma":0.0003886461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005432221,"about_ca_topic_score_gemma":0.0006190213,"domain_scores_codex":[0.9996802,0.00003811279,0.00003812442,0.00008140512,0.0001268051,0.0000354642],"domain_scores_gemma":[0.9999057,0.00002400913,0.00002920544,0.000003743319,0.00002833471,0.000008901366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002198991,0.0001354226,0.0003217654,0.008169359,0.000117626,0.001002046,0.0001645514,0.001183834,0.7423766,0.008435336,0.005759028,0.2321145],"study_design_scores_gemma":[0.00004876994,0.0009309609,0.001122867,0.0005310089,0.0001553001,0.002338555,0.0000680275,0.001993859,0.6008952,0.001011737,0.3908399,0.0000638125],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08810525,0.8161734,0.05519844,0.001403051,0.001476355,0.0005526711,0.001104528,0.0006631516,0.03532321],"genre_scores_gemma":[0.3003582,0.5957419,0.05739482,0.00253883,0.0006918923,0.000602001,0.001283788,0.0001675104,0.04122097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00209573,"threshold_uncertainty_score":0.007010937,"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."}}