{"id":"W4399748956","doi":"10.3390/polym16121717","title":"Biopolymeric Innovations in Ophthalmic Surgery: Enhancing Devices and Drug Delivery Systems","year":2024,"lang":"en","type":"article","venue":"Polymers","topic":"Ocular Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McMaster University; Carleton University; Université de Sherbrooke","funders":"","keywords":"Ophthalmic surgery; Drug delivery; Biocompatibility; Nanotechnology; Medicine; Biocompatible material; Medical physics; Biomedical engineering; Materials science; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009202546,0.0001129329,0.0001123119,0.0001451709,0.00004524152,0.00005664756,0.00004422509,0.00005257535,0.000008755693],"category_scores_gemma":[0.000008354006,0.0001063807,0.00004111625,0.0002708914,0.00003869333,0.000007638495,0.00003608577,0.00004019935,0.000008243148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001273618,"about_ca_system_score_gemma":0.00007536497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000980687,"about_ca_topic_score_gemma":0.0001842873,"domain_scores_codex":[0.9993047,0.00002957688,0.0001575698,0.0002564153,0.00006193296,0.0001898778],"domain_scores_gemma":[0.9997864,0.00002176754,0.0000259565,0.0001148949,0.00001159032,0.00003943421],"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":[0.00004101356,0.0001603424,0.2244564,0.0004262524,0.0005005954,0.0001507591,0.0004376287,0.0000226457,0.7228935,0.0003606651,0.0008230903,0.04972712],"study_design_scores_gemma":[0.001900881,0.0002409493,0.05582246,0.001096057,0.0002878107,0.0004059141,0.00618341,0.001886913,0.8930392,0.0001594039,0.03672479,0.00225218],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9194849,0.07952636,0.00004684545,0.0001112929,0.0002721257,0.00008425754,0.00001543784,0.00001473115,0.0004440624],"genre_scores_gemma":[0.9986719,0.0007501539,0.00001825649,0.00004788513,0.00004872456,0.00002375264,0.0001030301,0.00001836894,0.0003178692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1701457,"threshold_uncertainty_score":0.433808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007846469231117176,"score_gpt":0.2388882739969943,"score_spread":0.2310418047658771,"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."}}