{"id":"W2068542212","doi":"10.1093/toxsci/kfn255","title":"Toxicity Testing in the 21st Century: Bringing the Vision to Life","year":2008,"lang":"en","type":"review","venue":"Toxicological Sciences","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":326,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Toxicity; Dialog box; Animal testing; Risk assessment; Test strategy; Function (biology); Computer science; Toxicology; Biology; Computational biology; Medicine; Computer security; Genetics; World Wide Web","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":[0.00197555,0.0003226347,0.000661131,0.0001289535,0.0009204087,0.0002456475,0.002091908,0.0001203695,0.00006178208],"category_scores_gemma":[0.005960909,0.0001298888,0.0001676797,0.002120443,0.0004073533,0.00008351506,0.0006580058,0.0005677852,0.0002525069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008101776,"about_ca_system_score_gemma":0.0001258625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006770004,"about_ca_topic_score_gemma":0.00001044667,"domain_scores_codex":[0.9968638,0.000777583,0.000480891,0.0006987455,0.0005722,0.0006068231],"domain_scores_gemma":[0.9951155,0.004243288,0.0002037065,0.0002514621,0.00002657319,0.0001595024],"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":[0.000007606396,0.0001218234,0.0001133215,0.0001369531,0.000005385816,0.000113248,0.0004699096,0.00002829037,0.00002411413,0.000773015,0.0003965419,0.9978098],"study_design_scores_gemma":[0.00004700549,0.003742034,0.003827302,0.003987098,0.00002237416,0.0003967937,0.0008609585,0.0001440632,7.357494e-7,0.0001107645,0.9863969,0.0004639548],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03897899,0.9155458,0.00001640889,0.001188108,0.0002828675,0.001554193,0.00001171419,0.0001832082,0.04223876],"genre_scores_gemma":[0.09748055,0.8972865,0.001892726,0.002531507,0.0005678263,0.0001639815,0.000001213321,0.000017094,0.00005857497],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9973459,"threshold_uncertainty_score":0.7136196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.528332063747844,"score_gpt":0.4958544385191255,"score_spread":0.0324776252287185,"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."}}