{"id":"W4414927075","doi":"10.1177/08853282251386004","title":"Mucoadhesive micelles for ophthalmic drug delivery","year":2025,"lang":"en","type":"article","venue":"Journal of Biomaterials Applications","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Micelle; Zeta potential; Drug delivery; Critical micelle concentration; Amphiphile; Viability assay; MTT assay; Drug carrier","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":[],"consensus_categories":[],"category_scores_codex":[0.0002210989,0.00008429257,0.0002795496,0.0001462694,0.00007586053,0.00002863017,0.0001098958,0.00005333139,0.00004061468],"category_scores_gemma":[0.00002208215,0.00006846303,0.0001686859,0.0001275234,0.00002700353,0.00005491277,0.00001845742,0.00002607499,0.00001978202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004789624,"about_ca_system_score_gemma":0.0001984693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001141009,"about_ca_topic_score_gemma":0.000002056841,"domain_scores_codex":[0.9992486,0.00001902452,0.000424823,0.00009461059,0.00008966579,0.0001232758],"domain_scores_gemma":[0.9991224,0.00006717764,0.0002424511,0.0001786059,0.0003249568,0.00006434831],"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":[0.0001780509,0.0001330374,0.0007227888,0.0001217874,0.0001607199,0.000005505975,0.00004270378,5.762133e-7,0.9931807,0.0007174048,0.002811686,0.001925019],"study_design_scores_gemma":[0.001293987,0.0001038906,0.004206184,0.000168491,0.0003932023,0.00005029371,0.000322436,0.000008653074,0.8759955,0.001716532,0.1156582,0.00008268101],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908422,0.001408058,0.003113891,0.003364424,0.0002186654,0.0006061025,0.00003290113,0.00001443498,0.0003993665],"genre_scores_gemma":[0.9929977,0.0002532915,0.005285686,0.0003513948,0.0002276308,0.00008035229,0.0000139032,0.0000111191,0.0007788958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1171853,"threshold_uncertainty_score":0.2791841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082211127644954,"score_gpt":0.2957208087430303,"score_spread":0.2848986974665808,"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."}}