{"id":"W4386170136","doi":"10.1016/j.carbpol.2023.121325","title":"Multi-functional nanocellulose based nanocomposites for biodegradable food packaging: Hybridization, fabrication, key properties and application","year":2023,"lang":"en","type":"review","venue":"Carbohydrate Polymers","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Nanocellulose; Food packaging; Environmentally friendly; Materials science; Nanocomposite; Active packaging; Hybrid material; Nanotechnology; Cellulose; 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":[0.0004970761,0.0008288781,0.001343052,0.0007142234,0.0006766542,0.0003849498,0.0005386574,0.0003125184,0.00002637883],"category_scores_gemma":[0.00009741502,0.0007338371,0.0003874737,0.001161317,0.0002873784,0.0003258589,0.0001599676,0.0002040699,0.0001827607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003586419,"about_ca_system_score_gemma":0.0005609475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001257123,"about_ca_topic_score_gemma":0.00001790278,"domain_scores_codex":[0.996209,0.0002112931,0.001089306,0.001340304,0.0004164542,0.00073367],"domain_scores_gemma":[0.9975188,0.0002456816,0.0008407674,0.0007705237,0.0003697473,0.000254495],"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":[0.00008036272,0.0003488286,0.00003557849,0.03575606,0.0005626882,0.000004842793,0.0003962492,0.0002696871,0.8854473,0.0007906228,0.001307298,0.07500051],"study_design_scores_gemma":[0.002006533,0.000347288,0.00001094399,0.008913832,0.002748067,0.00003632003,0.0001478873,0.01994544,0.3732147,0.0001124517,0.5892763,0.003240314],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005078135,0.9730493,0.02005237,0.0001332727,0.0009467458,0.003799363,0.0007334371,0.0007306135,0.00004705851],"genre_scores_gemma":[0.006513978,0.9525293,0.01593363,0.0003374481,0.001037344,0.01166228,0.00809314,0.001141642,0.002751202],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5879689,"threshold_uncertainty_score":0.9995112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0642956700430336,"score_gpt":0.2721236719456808,"score_spread":0.2078280019026472,"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."}}