{"id":"W4414590081","doi":"10.1017/err.2025.10053","title":"Could Pharmacopoeial Reference Standards Serve as a Platform to Enhance the Quality and Safety Control Systems of European Food Supplement Businesses?","year":2025,"lang":"en","type":"article","venue":"European Journal of Risk Regulation","topic":"Agricultural safety and regulations","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cambridge","keywords":"Quality (philosophy); Legislation; Food safety; Control (management); Pharmacopoeia; Compromise; Compliance (psychology); Good manufacturing practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003015417,0.0001339403,0.0002386663,0.00002222293,0.00037302,0.00007447149,0.0002593311,0.00002458217,0.00006900308],"category_scores_gemma":[0.0001959114,0.00004429265,0.00008404232,0.0003516187,0.00007252504,0.000191892,0.0000733643,0.0001706491,0.000003807829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005381371,"about_ca_system_score_gemma":0.00002062184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007534141,"about_ca_topic_score_gemma":0.0001060128,"domain_scores_codex":[0.9975417,0.0009223702,0.0008053114,0.0001522774,0.0004369835,0.0001414167],"domain_scores_gemma":[0.9980613,0.0002822649,0.0008014027,0.00006732539,0.0007051677,0.00008255724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006866345,0.0004266834,0.01440807,0.0002130064,0.0007903122,0.0000223553,0.00263574,0.03448734,0.3225348,0.02261868,0.01385802,0.5811386],"study_design_scores_gemma":[0.0005632948,0.0003992422,0.9323031,0.0001837099,0.00007814424,0.0000160094,0.0005344776,0.00007742122,0.001063486,0.0001373458,0.06453223,0.0001115487],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899071,0.0004669768,0.002570236,0.004284929,0.0002548577,0.0003377255,0.0003874374,0.00001483996,0.001775912],"genre_scores_gemma":[0.9991563,0.0002289888,0.00006928868,0.00008856742,0.0003057107,7.692251e-7,0.00002824465,0.000001536282,0.0001205789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.917895,"threshold_uncertainty_score":0.2869006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02503849387367223,"score_gpt":0.2960794093327459,"score_spread":0.2710409154590737,"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."}}