{"id":"W4406071015","doi":"10.1016/j.egg.2025.100324","title":"Genomic synergy in food traceability: Enhancing global food safety and security","year":2025,"lang":"en","type":"article","venue":"Ecological Genetics and Genomics","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Espace pour la vie","funders":"","keywords":"Traceability; Food safety; Food security; Business; Food packaging; Computer security; Internet privacy; Biotechnology; Food science; Computer science; Biology; Agriculture","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":[0.0009143236,0.000602919,0.0004681053,0.001148181,0.0003509157,0.001334448,0.0006237666,0.001142168,0.003544152],"category_scores_gemma":[0.001701155,0.0003169541,0.0003677394,0.001065241,0.000840923,0.001609086,0.001753308,0.0009292198,0.0005187414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008240168,"about_ca_system_score_gemma":0.000731662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009789369,"about_ca_topic_score_gemma":0.001167592,"domain_scores_codex":[0.9993128,0.000217897,0.00002578271,0.0002194287,0.0001597846,0.00006443935],"domain_scores_gemma":[0.9985233,0.0005218569,0.0004159196,0.0002172182,0.0001652413,0.0001565746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006876737,0.0003730837,0.04227204,0.0004102637,0.0002432738,0.0004873536,0.0003816147,0.006680168,0.7974745,0.03680295,0.0009200762,0.113267],"study_design_scores_gemma":[0.0001572382,0.0019584,0.2258827,0.0003742721,0.000692977,0.002348715,0.002581293,0.03032027,0.5151128,0.1749372,0.04546096,0.0001733752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8839892,0.00453405,0.08847606,0.003853081,0.0001649507,0.00006580566,0.001431698,0.0005455996,0.01693962],"genre_scores_gemma":[0.9786437,0.001027249,0.01698571,0.0004218141,0.0000462731,0.00002530658,0.0003972967,0.00004648922,0.002406163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003544152,"threshold_uncertainty_score":0.01185638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009585700111061978,"score_gpt":0.2465880367220351,"score_spread":0.2370023366109731,"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."}}