{"id":"W4413396682","doi":"10.3390/polym17162261","title":"Chitosan Films Loaded with Alginate Nanoparticles for Gentamicin Release on Demand","year":2025,"lang":"en","type":"article","venue":"Polymers","topic":"Biopolymer Synthesis and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Universidade Estadual do Oeste do Paraná; Universidade Estadual de Maringá; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Chitosan; Gentamicin; Nanoparticle; Materials science; Nanotechnology; Chemical engineering; Chemistry; Antibiotics; Biochemistry; Engineering","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":[0.00003192846,0.0001144546,0.00009459171,0.00003241029,0.0001181043,0.0000161429,0.000114293,0.00006351001,0.00001609863],"category_scores_gemma":[0.00001181088,0.00009328191,0.00005509639,0.00007901073,0.00007792308,0.000001649289,0.00002314528,0.00003036706,0.000003792216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002895712,"about_ca_system_score_gemma":0.00004621438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001896931,"about_ca_topic_score_gemma":0.000007202295,"domain_scores_codex":[0.999359,0.00001600318,0.0001113754,0.0002716299,0.00005017513,0.0001918771],"domain_scores_gemma":[0.9996135,0.00001714505,0.00004027487,0.0002630461,0.00001071062,0.00005536439],"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":[0.0001686945,0.00006601579,0.0002701341,0.00001788199,0.00005172757,2.864374e-7,0.00001064354,0.000009792082,0.9905607,0.001130481,0.001058549,0.006655061],"study_design_scores_gemma":[0.0005256887,0.0001545654,0.0004033472,0.00004458992,0.00003890301,0.000001197159,0.00006887841,0.00004208635,0.9951287,0.00002155121,0.003450158,0.0001203437],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910071,0.001482846,0.002537936,0.001485533,0.00005582872,0.0003476665,0.00004132098,0.00001891688,0.003022847],"genre_scores_gemma":[0.9976691,0.00003548561,0.0002834708,0.0009079174,0.00003854278,0.0001467334,0.00004701885,0.0000141002,0.0008576575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006661967,"threshold_uncertainty_score":0.3803926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006245127064135244,"score_gpt":0.242958025303803,"score_spread":0.2367128982396678,"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."}}