{"id":"W4410586166","doi":"10.1016/j.fpsl.2025.101517","title":"Eco-friendly mixed-metal MOF embedded in PVA-based packaging films for ethylene adsorption and enhancing fresh produce shelf-life","year":2025,"lang":"en","type":"article","venue":"Food Packaging and Shelf Life","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Iran University of Science and Technology","keywords":"Environmentally friendly; Shelf life; Adsorption; Ethylene; Materials science; Poly ethylene; Chemical engineering; Metal; Composite material; Nanotechnology; Metallurgy; Chemistry; Organic chemistry; Engineering; Food science","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":[0.001930449,0.0006426866,0.0009274591,0.0007614297,0.000510968,0.0004826053,0.0004054947,0.0002531784,0.00006196916],"category_scores_gemma":[0.0009697424,0.0006623137,0.0001664762,0.0007405339,0.0002157091,0.0006503642,0.0002725431,0.0004444921,0.00002058557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034097,"about_ca_system_score_gemma":0.0003911969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001176978,"about_ca_topic_score_gemma":0.0003496829,"domain_scores_codex":[0.9955664,0.0003032655,0.001048673,0.001460417,0.000468364,0.001152862],"domain_scores_gemma":[0.9977034,0.0006318757,0.000338533,0.0007306469,0.0001778965,0.0004176039],"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":[0.000343527,0.000202968,0.01342533,0.001159242,0.00009534478,0.000008956002,0.001936447,0.0006336554,0.9780595,0.0007747515,0.002220423,0.0011398],"study_design_scores_gemma":[0.00457776,0.0006810396,0.006977606,0.001220587,0.0001961999,0.00001639996,0.002494362,0.008374012,0.9721267,0.0008102095,0.00139699,0.001128128],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851656,0.002149148,0.007635303,0.001631524,0.001256777,0.001227761,0.0001759813,0.0003616992,0.0003962107],"genre_scores_gemma":[0.9871826,0.00002918911,0.01098272,0.001005499,0.0002140528,0.0002544647,0.00009527004,0.00008559701,0.0001506217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007740357,"threshold_uncertainty_score":0.9995828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026849990738227,"score_gpt":0.2510373746098515,"score_spread":0.2407688747024693,"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."}}