{"id":"W4410053878","doi":"10.1016/j.yrtph.2025.105838","title":"A tool to support food substance safety evaluations in the United States","year":2025,"lang":"en","type":"review","venue":"Regulatory Toxicology and Pharmacology","topic":"Food Safety and Hygiene","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ingredion (Canada); Abbott (Canada)","funders":"Helaina; Abbott Nutrition; PepsiCo","keywords":"Environmental health; Food safety; Substance use; Environmental science; Business; Medicine; Chemistry; Food science; Psychiatry","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":[0.003586261,0.001395493,0.001929827,0.006735215,0.0003759065,0.002013234,0.001318947,0.002385384,0.008177024],"category_scores_gemma":[0.004197097,0.000403158,0.001051145,0.003712606,0.0005512586,0.00202997,0.00129034,0.002435869,0.003238796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001881109,"about_ca_system_score_gemma":0.00699148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009576955,"about_ca_topic_score_gemma":0.01804706,"domain_scores_codex":[0.9992461,0.0001723045,0.00009439608,0.00008472358,0.0003583215,0.00004427898],"domain_scores_gemma":[0.9970066,0.001138137,0.0005151914,0.0000952594,0.001059836,0.000184977],"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":[0.00003391084,0.0001202957,0.0001856977,0.008706535,0.00006892663,0.00008117089,0.00002759079,0.0003224217,0.001167577,0.005225134,0.04061718,0.9434435],"study_design_scores_gemma":[0.00002334109,0.00008798861,0.001140081,0.01012184,0.0002485138,0.0002428237,0.00004367165,0.0002067041,0.0007878089,0.002171922,0.9849054,0.00001993117],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003066645,0.9792489,0.002938601,0.002310504,0.0007061337,0.0001360231,0.0006558102,0.0002193188,0.01347813],"genre_scores_gemma":[0.002000221,0.9828858,0.00848674,0.001697811,0.0002071112,0.00007979936,0.0005553206,0.00001522578,0.004071984],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009576955,"threshold_uncertainty_score":0.02735484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06711788133040611,"score_gpt":0.36071316717225,"score_spread":0.2935952858418439,"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."}}