{"id":"W2076442365","doi":"10.1002/em.20614","title":"New and emerging technologies for genetic toxicity testing","year":2010,"lang":"en","type":"review","venue":"Environmental and Molecular Mutagenesis","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"National Centre for the Replacement, Refinement and Reduction of Animals in Research; Health and Environmental Sciences Institute","keywords":"Workgroup; Emerging technologies; Risk assessment; Hazard; Relevance (law); Risk analysis (engineering); Engineering ethics; Biology; Medicine; Computer science; Engineering; Political science; Computer security","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009000814,0.0004532682,0.0005810721,0.00007956181,0.0001624866,0.000049375,0.0001806307,0.0004953853,0.000007639512],"category_scores_gemma":[0.00003270376,0.0004230205,0.0002315513,0.00005261558,0.000127847,0.000002924248,0.000453795,0.0001592082,0.00000304472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002163541,"about_ca_system_score_gemma":0.0000601445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009256999,"about_ca_topic_score_gemma":0.000006616439,"domain_scores_codex":[0.9984555,0.00003456999,0.0003052364,0.0007611868,0.0001180881,0.0003253871],"domain_scores_gemma":[0.9993054,0.00002437965,0.0001561978,0.0003858546,0.000005320549,0.0001228982],"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":[0.000003332585,0.00001857225,0.00004649477,0.0005622446,0.00008018731,0.000009402473,0.000005379955,7.865301e-7,0.1950468,0.000005284038,0.00004217398,0.8041794],"study_design_scores_gemma":[0.0002637008,0.0002437033,0.0001225444,0.000199234,0.0005441103,0.0001884954,0.00004790144,0.000008506521,0.02805485,0.00004740329,0.9696679,0.0006117172],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02829628,0.9664412,0.004151125,0.00002406548,0.00007647445,0.0008289472,0.0001308171,0.00002708232,0.00002406431],"genre_scores_gemma":[0.002376952,0.970481,0.02631741,0.00005482498,0.0001173223,0.0001569913,0.0002009007,0.00008111767,0.000213506],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9696257,"threshold_uncertainty_score":0.9998221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350902799445928,"score_gpt":0.2610920055974567,"score_spread":0.2475829776029974,"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."}}