{"id":"W4398233987","doi":"10.1039/d4fb00105b","title":"Lignin-derived bionanocomposites as functional food packaging materials","year":2024,"lang":"en","type":"article","venue":"Sustainable Food Technology","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Lignin; Food packaging; Materials science; Polymer science; Composite material; Food science; Chemistry; Organic chemistry","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":[0.0001405987,0.0003368834,0.0000776525,0.0001891403,0.00007587884,0.0003466605,0.0001654657,0.0002734739,0.0009168412],"category_scores_gemma":[0.0001067918,0.0001173172,0.0001216646,0.0001798007,0.0001155513,0.0003868723,0.0002303119,0.0002989062,0.0003834444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001320424,"about_ca_system_score_gemma":0.00006806754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005169804,"about_ca_topic_score_gemma":0.0002419076,"domain_scores_codex":[0.9999532,0.00001065736,0.000002291726,0.000007199331,0.00001367214,0.00001304266],"domain_scores_gemma":[0.9999672,0.000006783498,0.000007380368,0.000002426602,0.000005555639,0.00001058749],"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":[0.00003053604,0.00004378005,0.0001184362,0.0001431626,0.00000631668,0.00009734795,0.00001863774,0.0007649036,0.9847218,0.001646421,0.000207893,0.01220073],"study_design_scores_gemma":[0.000008870105,0.0001690576,0.0007508824,0.00002124237,0.0000133047,0.0001070793,0.00003252757,0.003579932,0.9844158,0.0006394432,0.01025241,0.000009355707],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927452,0.01351922,0.0401946,0.000436466,0.0002273878,0.00005812436,0.0002931435,0.0005268774,0.01729221],"genre_scores_gemma":[0.9804783,0.00324638,0.01076531,0.0001250421,0.00002482358,0.00002762697,0.0001179013,0.00003140145,0.005183174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009168412,"threshold_uncertainty_score":0.003067136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004021509076138187,"score_gpt":0.1832327379645079,"score_spread":0.1792112288883697,"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."}}