{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007610883,0.0006378803,0.0004367197,0.001282292,0.0004790193,0.001440961,0.0003351427,0.001131424,0.00253499],"category_scores_gemma":[0.000504777,0.0002503127,0.0003597092,0.000884038,0.0008034325,0.001668275,0.0007956882,0.001324996,0.001240193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000537006,"about_ca_system_score_gemma":0.0006101665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003056751,"about_ca_topic_score_gemma":0.0005416721,"domain_scores_codex":[0.9996008,0.0001101149,0.00004067382,0.00005683084,0.0001496976,0.00004198756],"domain_scores_gemma":[0.9997193,0.0001292212,0.00006667985,0.00001358872,0.00004269383,0.00002843125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001135364,0.0002846922,0.0006392532,0.01318594,0.00006384791,0.001474698,0.0005853672,0.001542653,0.3697581,0.07181922,0.005318965,0.5352137],"study_design_scores_gemma":[0.000016747,0.0006773568,0.001819899,0.002409332,0.0001003072,0.003271653,0.0003271911,0.0009189984,0.1415009,0.01404824,0.8348404,0.00006887579],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01627655,0.9453231,0.01675493,0.001829473,0.0008350115,0.00007606887,0.00005710002,0.00007501034,0.01877276],"genre_scores_gemma":[0.07498297,0.8863496,0.02503844,0.001551469,0.0007205883,0.0001034534,0.00006035967,0.00004200367,0.0111512],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00253499,"threshold_uncertainty_score":0.00848037,"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."}}