{"id":"W4400315625","doi":"10.1016/j.tifs.2024.104616","title":"Editorial: Food authentication","year":2024,"lang":"en","type":"editorial","venue":"Trends in Food Science & Technology","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; McGill University","funders":"McGill University","keywords":"Authentication (law); Computer science; Internet privacy; Business; Computer security","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007410042,0.004394226,0.00394115,0.004713166,0.004277235,0.009167803,0.003521916,0.01994966,0.03835352],"category_scores_gemma":[0.02461011,0.001461185,0.002659607,0.001625806,0.002282653,0.004976101,0.003347645,0.01734961,0.03739277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003326881,"about_ca_system_score_gemma":0.003414755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001779276,"about_ca_topic_score_gemma":0.005839105,"domain_scores_codex":[0.9933624,0.00119599,0.0005853531,0.0007674056,0.003577905,0.0005109099],"domain_scores_gemma":[0.9825888,0.004619574,0.001467826,0.0006860107,0.007235884,0.003401933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002153866,0.000005264088,0.000007366452,0.00005381017,0.000006805406,0.00004342253,0.000003648119,0.000006994246,0.00004261833,0.00008219849,0.996636,0.003090388],"study_design_scores_gemma":[0.00004677879,0.00002258899,0.0001428969,0.0001771429,0.00002665088,0.0001040493,0.00001799037,0.00005359493,0.00007782793,0.0005694463,0.9987484,0.00001267138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002744846,0.004662821,0.00009568627,0.0391526,0.9525719,0.0000242412,0.00005882307,0.00007072184,0.003335719],"genre_scores_gemma":[0.0004508005,0.003578661,0.0001227013,0.04702248,0.9106895,0.00003606058,0.00008538767,0.00007900775,0.03793528],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03835352,"threshold_uncertainty_score":0.1283054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645572493404913,"score_gpt":0.3148481065645436,"score_spread":0.2983923816304945,"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."}}