{"id":"W4394720923","doi":"10.1002/adsu.202400033","title":"Modified Cellulose Nanocrystals Enabled Antimicrobial Polymeric Films","year":2024,"lang":"en","type":"article","venue":"Advanced Sustainable Systems","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Cellulose; Nanocrystal; Antimicrobial; Materials science; Nanotechnology; Polymer; Polymer science; Chemical engineering; Chemistry; Organic chemistry; Composite material; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001467707,0.0003666953,0.0004068641,0.0001394214,0.0003311674,0.0004138483,0.0003782503,0.0001826569,0.0005964882],"category_scores_gemma":[0.00002862125,0.0003418967,0.000179987,0.0006119571,0.00009258418,0.0004177516,0.0001474002,0.0002660802,0.0002029056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002099193,"about_ca_system_score_gemma":0.0002121998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005901681,"about_ca_topic_score_gemma":0.000002012544,"domain_scores_codex":[0.9975771,0.00002817831,0.0005416122,0.0007137394,0.0002158263,0.0009235434],"domain_scores_gemma":[0.9989753,0.00008157771,0.0001266171,0.0004888157,0.0001580812,0.0001695689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004032844,0.000119781,0.00001293425,0.003432367,0.0001117456,0.0005208704,0.0003149788,0.006848919,0.9261464,0.03974171,0.02172099,0.0009889841],"study_design_scores_gemma":[0.000919331,0.0000329601,0.000003870341,0.0005800381,0.0001027947,0.0001873069,0.005616345,0.01115662,0.3434229,0.0003905255,0.6365836,0.001003707],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7809507,0.01240929,0.02329125,0.0006121064,0.001254719,0.001745041,0.0003226414,0.002582815,0.1768314],"genre_scores_gemma":[0.758571,0.00008168748,0.0001669821,0.0000533437,0.0002015374,0.0001714136,0.00009903327,0.00008020694,0.2405748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6148626,"threshold_uncertainty_score":0.9999033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007025094981930538,"score_gpt":0.2319697431490154,"score_spread":0.2249446481670848,"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."}}