{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008534805,0.0003538047,0.0001478847,0.0001832921,0.0001016387,0.0002002528,0.0001410019,0.0002623511,0.0007300556],"category_scores_gemma":[0.0001684021,0.0001630397,0.0002396539,0.0001483491,0.00008173213,0.0002368395,0.0001202525,0.0003199107,0.000176033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002592072,"about_ca_system_score_gemma":0.0001447752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001324741,"about_ca_topic_score_gemma":0.002341241,"domain_scores_codex":[0.9999049,0.000008282954,0.000009539878,0.00002239206,0.0000375098,0.00001741213],"domain_scores_gemma":[0.9999043,0.00001776666,0.00003426135,0.000006934074,0.00002435472,0.00001252231],"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":[0.00002066426,0.000007047141,0.00001750635,0.00002975918,0.000001951862,0.00001736882,0.000006984755,0.00003196182,0.9990657,0.00001512109,0.0000129296,0.0007730299],"study_design_scores_gemma":[0.000004901652,0.0001586569,0.0004270602,0.000005219194,0.000011575,0.00004044325,0.000006215781,0.0004681672,0.998215,0.000006761125,0.0006521135,0.000004055462],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889792,0.002358225,0.006049602,0.0001015904,0.00007340761,0.00005909216,0.000137455,0.00009090835,0.002150391],"genre_scores_gemma":[0.9906747,0.001188793,0.005266739,0.00005827308,0.00001222682,0.00003456905,0.00008785038,0.0000254385,0.002651357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001324741,"threshold_uncertainty_score":0.002633989,"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."}}