{"id":"W4411575538","doi":"10.3390/foods14132212","title":"A Quantitative Risk Assessment Model for Listeria monocytogenes in Ready-to-Eat Cantaloupe","year":2025,"lang":"en","type":"article","venue":"Foods","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"European Commission; World Health Organization","keywords":"Listeria monocytogenes; Food science; Listeria; Risk assessment; Biology; Bacteria; Computer science; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.0003179505,0.0002317117,0.0002661755,0.0001174054,0.00009666564,0.00004062769,0.000322907,0.0001793023,0.000003552438],"category_scores_gemma":[0.0001231302,0.0002366209,0.0001052498,0.0001765166,0.00004988458,0.000006664264,0.0003535197,0.0000766559,0.000003554188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059646,"about_ca_system_score_gemma":0.0002680492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001315836,"about_ca_topic_score_gemma":0.001167741,"domain_scores_codex":[0.9985482,0.00008989493,0.0003560013,0.0005704262,0.0000911622,0.000344301],"domain_scores_gemma":[0.9991444,0.0000347814,0.00008714567,0.00054507,0.0001113552,0.00007721697],"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":[0.00370003,0.0003374342,0.0258123,0.0002064426,0.0004267253,0.000005876172,0.0006027133,0.02728968,0.9196347,0.009311712,0.004983134,0.007689273],"study_design_scores_gemma":[0.00748312,0.005279968,0.03248066,0.0002420096,0.0002888498,0.00001234063,0.0009457394,0.2671221,0.6031196,0.007729831,0.07331896,0.001976859],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8338116,0.0004215619,0.1609652,0.0002925493,0.0004737619,0.0008880448,0.0005577711,0.0000217948,0.002567742],"genre_scores_gemma":[0.9409382,0.0001141984,0.05633901,0.0005624454,0.00006683508,0.0004556478,0.0002506389,0.00003384314,0.001239168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3165151,"threshold_uncertainty_score":0.9649121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.101929085624103,"score_gpt":0.4245770149540952,"score_spread":0.3226479293299921,"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."}}