{"id":"W2001348830","doi":"10.1016/j.ijheh.2015.04.004","title":"Airborne exposure to inhalable hexavalent chromium in welders and other occupations: Estimates from the German MEGA database","year":2015,"lang":"en","type":"article","venue":"International Journal of Hygiene and Environmental Health","topic":"Chromium effects and bioremediation","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"Cancer Research Society","keywords":"Hexavalent chromium; German; Occupational exposure; Environmental health; Exposure assessment; Environmental science; Database; Toxicology; Chromium; Medicine; Geography; Computer science; Metallurgy; Archaeology; Materials science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004920866,0.00009672154,0.0001220947,0.00004745026,0.0000509217,0.00003804687,0.0001647807,0.00002535919,0.0001714982],"category_scores_gemma":[0.00003420223,0.00006684774,0.00001952632,0.00004833669,0.00008934781,0.0002681711,0.0001595971,0.0001053674,0.00001780628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000340656,"about_ca_system_score_gemma":0.00002379665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002068364,"about_ca_topic_score_gemma":0.0006432679,"domain_scores_codex":[0.9989664,0.00005704646,0.0002982125,0.0001498678,0.0003956525,0.0001328142],"domain_scores_gemma":[0.9994891,0.00007740267,0.0001588552,0.00008979733,0.000004470357,0.0001804265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003477721,0.0004292046,0.9232748,0.000009004363,0.00005460011,0.00005104367,0.006663226,0.002485377,0.01277352,0.00002953205,0.0102306,0.04365137],"study_design_scores_gemma":[0.00218594,0.0006867229,0.9755998,0.0001216863,0.00001488222,0.0001061612,0.001384882,0.001795946,0.001798272,0.0003689695,0.01575867,0.0001780256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944005,0.000697982,0.0001498063,0.004272781,0.0001964619,0.0001402954,0.00008734421,0.000002966711,0.00005183998],"genre_scores_gemma":[0.9960872,0.000365768,0.001110095,0.002256608,0.0001252717,0.000003861195,0.0000280454,0.000007332321,0.00001580285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05232509,"threshold_uncertainty_score":0.3126762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844381669628111,"score_gpt":0.288649006656544,"score_spread":0.2702051899602629,"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."}}