{"id":"W2042388748","doi":"10.4161/org.5.2.9128","title":"Assuring consumer safety without animals","year":2009,"lang":"en","type":"article","venue":"Organogenesis","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Society for the Study of Architecture in Canada","funders":"","keywords":"Consumer safety; Scope (computer science); Risk analysis (engineering); Legislation; Directive; European union; Cosmetics; Business; Variety (cybernetics); Emerging technologies; Biotechnology; Computer science; Medicine; Biology","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":[0.006232907,0.0004226074,0.0004837988,0.0006188429,0.001054911,0.002098487,0.0009030376,0.002916802,0.01116088],"category_scores_gemma":[0.00656619,0.0002048951,0.0005315875,0.0003904343,0.003064703,0.002228658,0.001902822,0.002165104,0.003902072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006938527,"about_ca_system_score_gemma":0.001969894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001190561,"about_ca_topic_score_gemma":0.001257211,"domain_scores_codex":[0.994922,0.001631237,0.0003064607,0.0003727523,0.002553743,0.0002137432],"domain_scores_gemma":[0.9956912,0.001423616,0.0005400223,0.0009338086,0.001227596,0.0001837774],"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":[0.0003623959,0.000345464,0.004276643,0.003390708,0.000086022,0.001764826,0.00300999,0.0007834652,0.1485821,0.169808,0.03768446,0.6299059],"study_design_scores_gemma":[0.0000230263,0.0007368738,0.002527153,0.00128533,0.00006550767,0.002467242,0.001119071,0.0002348902,0.05389966,0.02200033,0.9156039,0.00003704167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1052669,0.07090266,0.1768459,0.06596005,0.003826179,0.001114547,0.00075658,0.001001945,0.5743253],"genre_scores_gemma":[0.5315083,0.0882551,0.1648902,0.03588332,0.001509563,0.001082342,0.0009271378,0.0003347086,0.1756093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01116088,"threshold_uncertainty_score":0.03733689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1205283442712271,"score_gpt":0.3758397643954987,"score_spread":0.2553114201242715,"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."}}