{"id":"W4306803173","doi":"10.1002/jsfa.12280","title":"Development of pullulan‐based nanocomposite films reinforced with starch nanocrystals for the preservation of fresh beef","year":2022,"lang":"en","type":"article","venue":"Journal of the Science of Food and Agriculture","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Science Foundation of Hunan Province","keywords":"Pullulan; Nanocomposite; Materials science; Biopolymer; Chemical engineering; Starch; Modified starch; Coating; Polysaccharide; Polymer; Composite material; 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":[0.00009894125,0.0002840277,0.0001357849,0.0001513838,0.00008245131,0.000202339,0.0001180757,0.0001741613,0.000353916],"category_scores_gemma":[0.00009389316,0.0001606483,0.0002623971,0.00009442632,0.00007780646,0.0001963322,0.0001182056,0.0002156805,0.00007262101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001529635,"about_ca_system_score_gemma":0.0000903138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007517561,"about_ca_topic_score_gemma":0.00201522,"domain_scores_codex":[0.9999549,0.000003804951,0.000005287026,0.00001385934,0.00001393529,0.000008259191],"domain_scores_gemma":[0.9999335,0.000009556652,0.00002216684,0.000003327416,0.00001812491,0.00001332976],"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":[0.00001164912,0.000004107911,0.00005693571,0.00001907555,0.000002484138,0.00001020938,0.000003615902,0.00002534038,0.9994066,0.000006474198,0.000003816471,0.000449655],"study_design_scores_gemma":[0.00000262092,0.0001141614,0.001317258,0.000003286424,0.00001280175,0.00003026437,0.00001279956,0.0006059697,0.9975816,0.000003599174,0.0003130179,0.000002550415],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965699,0.0005651559,0.002373836,0.00001840271,0.00001126737,0.00001292316,0.00006039936,0.00002241084,0.0003656257],"genre_scores_gemma":[0.9931731,0.0005502097,0.005239114,0.00001682616,0.0000036158,0.00002122551,0.00009841985,0.00001263636,0.0008849268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007517561,"threshold_uncertainty_score":0.001494706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352710339248497,"score_gpt":0.223707033856779,"score_spread":0.210179930464294,"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."}}