{"id":"W1807576007","doi":"10.1093/mutage/gev050","title":"MutAIT: an online genetic toxicology data portal and analysis tools","year":2015,"lang":"en","type":"article","venue":"Mutagenesis","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Informatics; Computer science; Benchmarking; Benchmark (surveying); Data curation; Data science; Data mining; Computational biology; Biology; Engineering; Business; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002484106,0.0001847072,0.0002627274,0.0001055674,0.00006726964,0.00006326941,0.0003895435,0.0001605379,0.00006215979],"category_scores_gemma":[0.00006216752,0.0001814201,0.00007426456,0.0002365845,0.00008283037,0.00001126657,0.0005090203,0.00005233848,0.000004569087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001350058,"about_ca_system_score_gemma":0.0001303524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001322543,"about_ca_topic_score_gemma":0.001781788,"domain_scores_codex":[0.9985253,0.00009553177,0.0002443465,0.0006911203,0.0001703652,0.0002733517],"domain_scores_gemma":[0.998394,0.000009547201,0.00007637265,0.001146608,0.00008834332,0.0002851607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002072184,0.0008792864,0.2034412,0.00002974914,0.002051525,0.0002368123,0.0002269684,0.001966076,0.7058523,0.00004628991,0.003137068,0.08192544],"study_design_scores_gemma":[0.001551655,0.001454212,0.8960025,0.000003453672,0.001878376,0.0002191211,0.001022561,0.009398242,0.04803488,0.00005371901,0.03945678,0.0009244974],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940647,0.001074162,0.003531835,0.0001253941,0.00009044359,0.000153152,0.0007739654,0.00001683439,0.000169501],"genre_scores_gemma":[0.9880298,0.0001385063,0.006869162,0.0004353966,0.0002703294,0.00001113794,0.00394859,0.0000228579,0.0002741693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6925613,"threshold_uncertainty_score":0.7398096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093459954638972,"score_gpt":0.3321601715263805,"score_spread":0.2228141760624833,"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."}}