{"id":"W1491414414","doi":"10.1002/9780470744307.gat100","title":"Interactions between Occupational and Environmental Factors in Toxicology, Hazard Evaluation and Risk Assessment","year":2009,"lang":"en","type":"other","venue":"General, Applied and Systems Toxicology","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Hazard; Toxicology; Risk assessment; Occupational exposure; Biology; Risk analysis (engineering); Environmental health; Computer science; Medicine; Ecology; 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":[0.0003959134,0.000356149,0.0005049919,0.0002262804,0.0001162866,0.00005465225,0.00008109791,0.0006136689,0.0000787848],"category_scores_gemma":[0.000009769675,0.0003476411,0.00004631738,0.00004383697,0.0001535898,0.000004107374,0.0001384725,0.0002504702,0.000001538548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009997601,"about_ca_system_score_gemma":0.00009685667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000172537,"about_ca_topic_score_gemma":0.001309794,"domain_scores_codex":[0.99817,0.0002550113,0.0003741321,0.0007242286,0.0001855473,0.0002910813],"domain_scores_gemma":[0.9992933,0.00003544292,0.000287219,0.0002421094,0.00001364566,0.000128266],"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":[0.0001219958,0.0004300694,0.4517398,0.0001686902,0.000931632,0.000008048995,0.0002257094,0.0002983655,0.4809813,0.0007671058,0.04425646,0.02007081],"study_design_scores_gemma":[0.003106932,0.000903298,0.7791872,0.00005247701,0.0004407283,0.000061057,0.0006762791,0.001047824,0.002535532,0.0001392129,0.2107942,0.001055206],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869355,0.002253036,0.0002739185,0.00004060708,0.0002719271,0.001255812,0.0005800287,0.00001582765,0.008373373],"genre_scores_gemma":[0.9883872,0.002135582,0.0003675323,0.00008370716,0.0005972001,0.0002229606,0.002059073,0.00008560935,0.00606114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4784458,"threshold_uncertainty_score":0.9998975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02065820408883587,"score_gpt":0.305426414929481,"score_spread":0.2847682108406451,"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."}}