{"id":"W4324265397","doi":"10.2139/ssrn.4363068","title":"Mucoadhesive Micelles for Ophthalmic Drug Delivery","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced Drug Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Micelle; Drug delivery; Drug; Pharmacology; Medicine; Nanotechnology; Chemistry; Materials science; Organic chemistry","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":[0.0003609828,0.0003405042,0.0002584183,0.0002964903,0.0001578225,0.0004393493,0.0001827112,0.0004192822,0.002719932],"category_scores_gemma":[0.0003072713,0.0001616625,0.0002610138,0.0001862181,0.0001175014,0.0006257885,0.0003693311,0.000582313,0.001295708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003021922,"about_ca_system_score_gemma":0.00028002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004295326,"about_ca_topic_score_gemma":0.0005958368,"domain_scores_codex":[0.9998665,0.00002505563,0.00001112566,0.00002373958,0.00005192761,0.00002160108],"domain_scores_gemma":[0.9999475,0.000009806266,0.00001324525,0.000005093988,0.00001703639,0.000007249012],"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":[0.000128938,0.00005047991,0.00005164213,0.0002000968,0.00001783023,0.00008854862,0.00003270699,0.0003136912,0.969177,0.001499614,0.0008775649,0.02756193],"study_design_scores_gemma":[0.00005087793,0.000316763,0.0003373163,0.00003277347,0.00003554657,0.0002817083,0.00001648601,0.003005397,0.973222,0.0003222885,0.02236618,0.00001265701],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7331059,0.09159812,0.1367675,0.001712526,0.001504133,0.000734943,0.0007185448,0.001464668,0.0323937],"genre_scores_gemma":[0.8915576,0.02568629,0.04726982,0.0003864072,0.0001684462,0.0001989405,0.0005445631,0.00026317,0.03392475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002719932,"threshold_uncertainty_score":0.009099126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094157952114278,"score_gpt":0.4260084449902549,"score_spread":0.3165926497788271,"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."}}