{"id":"W4399925943","doi":"10.1016/bs.afnr.2024.06.006","title":"Intelligent food packaging for smart sensing of food safety","year":2024,"lang":"en","type":"review","venue":"Advances in food and nutrition research","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Food packaging; Food safety; Active packaging; Food science; Business; Biotechnology; Biology","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":[0.0004393428,0.001110219,0.001127571,0.001521096,0.0001794513,0.0009068824,0.0008842869,0.001151596,0.003906261],"category_scores_gemma":[0.0005178131,0.0003873112,0.0004984021,0.001909964,0.0004243633,0.001500776,0.0007590609,0.001395494,0.002726795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003692929,"about_ca_system_score_gemma":0.000455089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005761714,"about_ca_topic_score_gemma":0.0009499264,"domain_scores_codex":[0.9998025,0.00002357009,0.0000153967,0.00004459022,0.00009450388,0.00001947013],"domain_scores_gemma":[0.9997488,0.0001244518,0.0000365474,0.00001201516,0.00006468419,0.00001345937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005489162,0.00008540234,0.00009687094,0.01122642,0.00005279409,0.0001019027,0.00002734313,0.0004344051,0.00892052,0.006825368,0.01809086,0.9540833],"study_design_scores_gemma":[0.00001285629,0.0001398858,0.0004631827,0.001861191,0.00008528887,0.0005542102,0.000033211,0.0004674668,0.004852313,0.002914513,0.9885855,0.00003035904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002346264,0.9952359,0.001199078,0.0002581533,0.0003834439,0.000008052,0.0000258966,0.00001881462,0.00263614],"genre_scores_gemma":[0.001619059,0.9947029,0.00121192,0.0002371065,0.0002466443,0.00001162392,0.00004041539,0.000003458133,0.001926797],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003906261,"threshold_uncertainty_score":0.01306772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09475408803827101,"score_gpt":0.4017058226388788,"score_spread":0.3069517346006078,"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."}}