{"id":"W4412880808","doi":"10.1016/j.ijbiomac.2025.146493","title":"Cellulose filaments as sustainable packaging materials: Enhancing barrier properties with cationic starch and alkylketene dimer","year":2025,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kruger (Canada); Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada; Université du Québec à Trois-Rivières","keywords":"Cationic polymerization; Cellulose; Starch; Dimer; Chemistry; Polymer science; Chemical engineering; Polysaccharide; Polymer chemistry; Food science; Organic chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000135592,0.0003678321,0.0001513513,0.000224371,0.00009704042,0.0003058428,0.0001347763,0.0002414169,0.0004069634],"category_scores_gemma":[0.0001122661,0.0001468029,0.0002108728,0.0002033149,0.00009083253,0.000395141,0.0001387352,0.0002868114,0.0001371431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001380136,"about_ca_system_score_gemma":0.00009338642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003099768,"about_ca_topic_score_gemma":0.000706718,"domain_scores_codex":[0.9999216,0.00001403253,0.000008203699,0.00001375579,0.00002605154,0.00001632392],"domain_scores_gemma":[0.9999205,0.00001069553,0.00003360341,0.000004730806,0.00001298713,0.00001748009],"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":[0.00001178353,0.00001038305,0.00009760134,0.00002978973,0.000002552218,0.00004307738,0.000009731567,0.00003233219,0.9985266,0.00002679433,0.000009345565,0.001200058],"study_design_scores_gemma":[0.000003914292,0.0002284323,0.001421481,0.00000644292,0.00001109224,0.0001263092,0.0000160729,0.0003585543,0.9968343,0.0000126292,0.0009765067,0.000004249082],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931908,0.002345789,0.002987043,0.00005720999,0.00001823331,0.0000285111,0.00004440701,0.00004523296,0.001282744],"genre_scores_gemma":[0.9904569,0.001639557,0.006777047,0.00003095797,0.000006152674,0.00001973702,0.00005125178,0.00001567777,0.00100283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004069634,"threshold_uncertainty_score":0.00136137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01556336276371886,"score_gpt":0.2939889770725496,"score_spread":0.2784256143088307,"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."}}