{"id":"W4404635946","doi":"10.1016/j.ijbiomac.2024.137929","title":"Polysaccharide biocomposites with tunable adsorption and antipathogen activity via surface immobilization of chitosan onto modified flax fibers","year":2024,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Ministry of Agriculture - Saskatchewan; University of Saskatchewan","keywords":"Chitosan; Polysaccharide; Adsorption; Chemical engineering; Chemistry; Polymer chemistry; Materials science; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001189642,0.0004957157,0.000156424,0.0002648197,0.00009205971,0.000197261,0.0001473564,0.0003328203,0.0005170201],"category_scores_gemma":[0.0001525103,0.0001583387,0.0002569425,0.0001608405,0.000147812,0.000227552,0.0001671372,0.0002443001,0.0001663481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002775833,"about_ca_system_score_gemma":0.0001153872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006552335,"about_ca_topic_score_gemma":0.001417193,"domain_scores_codex":[0.9998924,0.00001015837,0.000009931137,0.00002731828,0.00002820368,0.00003202834],"domain_scores_gemma":[0.9998728,0.00001816519,0.00005067861,0.000008892249,0.00002428314,0.00002509073],"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":[0.00001126754,0.00000410562,0.00002807395,0.0000127214,0.000001795404,0.00001500017,0.000003823805,0.00003241783,0.9993542,0.00001355466,0.000006833677,0.0005162213],"study_design_scores_gemma":[0.000002664041,0.00007968416,0.0009689284,0.000001697976,0.000007182156,0.00005747777,0.000004258311,0.0003478044,0.9981024,0.000005051114,0.0004188024,0.000004232173],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923246,0.0008885053,0.005533446,0.00004322981,0.00001908185,0.00003455303,0.0001135399,0.0001094498,0.0009335824],"genre_scores_gemma":[0.9911806,0.000389462,0.007113763,0.00003871053,0.000009065926,0.0000290222,0.0001164052,0.00001678219,0.001106194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006552335,"threshold_uncertainty_score":0.002013981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290147461225219,"score_gpt":0.25741629406338,"score_spread":0.2445148194511278,"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."}}