{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008989839,0.0002554993,0.000234771,0.0004238009,0.0001135494,0.0001364182,0.0002291821,0.000351775,0.000116427],"category_scores_gemma":[0.00002400335,0.0002613091,0.00006117409,0.0006719003,0.0001005376,0.0001595844,0.0001581221,0.0002688104,0.0001914214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759068,"about_ca_system_score_gemma":0.00008181534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003260888,"about_ca_topic_score_gemma":7.289e-7,"domain_scores_codex":[0.9986604,0.000008639808,0.0002365333,0.0003341729,0.0001360189,0.0006241967],"domain_scores_gemma":[0.999499,0.00003638567,0.00001863687,0.0003049337,0.00007906573,0.00006192548],"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":[0.000002955215,0.00002253749,0.00004376064,0.0007951026,0.0002616343,0.0001250147,0.00006041145,0.00003227374,0.9179792,0.06833939,0.01209852,0.0002392335],"study_design_scores_gemma":[0.0001832264,0.0002184724,0.00000465894,0.00006993677,0.00003010166,0.0001117367,0.00135653,0.00003446461,0.9421071,0.03459034,0.02101505,0.0002783411],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774977,0.005803226,0.0001926095,0.001288259,0.0005972409,0.0002735988,0.00002942564,0.005085719,0.009232223],"genre_scores_gemma":[0.9972935,0.00005683388,0.000402021,0.00003411594,0.0001896473,0.0001400283,0.00004222775,0.00007655076,0.001765123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03374904,"threshold_uncertainty_score":0.9999839,"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."}}