{"id":"W1988247616","doi":"10.1039/c1em10628g","title":"Modelling of occupational respirable crystalline silica exposure for quantitative exposure assessment in community-based case-control studies","year":2011,"lang":"en","type":"article","venue":"Journal of Environmental Monitoring","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Exposure assessment; Job-exposure matrix; Environmental science; Occupational exposure; Duration (music); Exposure duration; Random effects model; Statistics; Sampling (signal processing); Environmental health; Animal science; Toxicology; Mathematics; Medicine; Engineering; Biology","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":[0.000608724,0.000173309,0.0004428078,0.0001743993,0.0001259707,0.000004984954,0.00009274166,0.00006308338,0.00003565066],"category_scores_gemma":[0.00004962669,0.0001496707,0.0001990764,0.00006388187,0.0001289928,0.0002059751,0.00002964049,0.0003344747,7.400318e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003346459,"about_ca_system_score_gemma":0.00005955493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003374624,"about_ca_topic_score_gemma":0.000002608059,"domain_scores_codex":[0.9984016,0.0001475292,0.0007617917,0.0001215592,0.0003946577,0.0001729067],"domain_scores_gemma":[0.9987473,0.0004888583,0.0004567505,0.0001537098,0.00004507568,0.0001082622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00472232,0.002262231,0.8755592,0.0002691252,0.000376439,0.0002207784,0.001193216,0.09209616,0.02287673,0.00002774306,0.000006937111,0.0003891275],"study_design_scores_gemma":[0.007403065,0.006026291,0.9613427,0.0007395863,0.0004910378,0.0001587636,0.01044026,0.005727206,0.007141394,0.0002801373,0.00003210173,0.0002174924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928734,0.001761996,0.004704054,0.00003023478,0.0001216799,0.000324403,0.0001534194,0.000004411836,0.00002636883],"genre_scores_gemma":[0.962554,0.000109295,0.03710904,0.00003656306,0.0001139756,0.000026978,0.00001392012,0.00002128948,0.0000149796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08636896,"threshold_uncertainty_score":0.6103393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1623672649100645,"score_gpt":0.3632251075926716,"score_spread":0.2008578426826071,"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."}}