{"id":"W4409219729","doi":"10.1080/10717544.2025.2489491","title":"Harnessing nanofibers for targeted delivery of phytoconstituents in age-related macular degeneration","year":2025,"lang":"en","type":"review","venue":"Drug Delivery","topic":"Sirtuins and Resveratrol in Medicine","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Macular degeneration; Nanofiber; Materials science; Nanotechnology; Degeneration (medical); Medicine; Ophthalmology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005456647,0.0005198002,0.002581062,0.0009890432,0.00009041115,0.00001966879,0.0002030656,0.000534919,0.00005267783],"category_scores_gemma":[0.000131167,0.0004147954,0.0008104419,0.0008111194,0.0001943334,0.00009064381,0.0000716013,0.0004626886,0.000009665913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002974687,"about_ca_system_score_gemma":0.001269337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001129311,"about_ca_topic_score_gemma":0.00003046051,"domain_scores_codex":[0.9970298,0.0001821746,0.001377671,0.0006017976,0.0003798543,0.0004286569],"domain_scores_gemma":[0.9983593,0.0003050659,0.0004792391,0.0004639551,0.0002600838,0.0001323172],"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":[0.0001538388,0.0002825589,0.00006272814,0.05245573,0.0008826631,0.0004258934,0.000238735,0.00005456344,0.000827435,0.00007399329,0.004559373,0.9399825],"study_design_scores_gemma":[0.006992816,0.000184766,0.00003260259,0.1624565,0.00700468,0.0000745752,0.0001843803,0.0007044799,0.000979671,0.00004439398,0.8204719,0.0008692467],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004486003,0.9902263,0.00006389886,0.00004142913,0.001168432,0.0031586,0.00008042082,0.00005192042,0.0007229609],"genre_scores_gemma":[0.0007703059,0.9932827,0.001249982,0.0001589884,0.0002326038,0.0003113227,0.001874318,0.00006221398,0.00205753],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9391133,"threshold_uncertainty_score":0.9998304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02405869799554021,"score_gpt":0.31557849169872,"score_spread":0.2915197937031798,"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."}}