{"id":"W2047617794","doi":"10.1088/1742-6596/151/1/012008","title":"Heterogeneity of exposure and attribution of mesothelioma: Trends and strategies in two American counties","year":2009,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Institut National de la Recherche Scientifique","funders":"Georgia State University","keywords":"Asbestos; Mesothelioma; Tremolite; Environmental health; Chrysotile; Scrap; Geography; Medicine; Engineering; Pathology; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004019623,0.0001899766,0.000325309,0.004724024,0.0008420958,0.00133633,0.0009073828,0.0003859015,0.000691166],"category_scores_gemma":[0.008289466,0.0002747136,0.0004234496,0.006070452,0.0006204513,0.001014131,0.001959151,0.0004607082,0.0001134311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001305928,"about_ca_system_score_gemma":0.001307879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1152366,"about_ca_topic_score_gemma":0.1419854,"domain_scores_codex":[0.9979553,0.0007787964,0.0001971071,0.0005030878,0.0002789596,0.0002867284],"domain_scores_gemma":[0.9911216,0.002207641,0.002682809,0.0008856084,0.002174161,0.0009280154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004810326,0.00001365662,0.997362,0.000005897246,0.00002490308,0.00002859381,0.0004453103,0.00006826096,0.0000596069,0.00008278061,0.0001004256,0.001760535],"study_design_scores_gemma":[0.000001512335,0.0000184179,0.9973407,0.000004814894,0.00001967036,0.00003528288,0.001803406,0.0003705811,0.00004336339,0.00004505791,0.0003128904,0.000004267456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974043,0.0003754906,0.0002640937,0.0001758487,0.000005680515,0.00002069362,0.0008593484,0.00001429298,0.0008802426],"genre_scores_gemma":[0.9989095,0.0001238805,0.0001601838,0.00001886636,0.000008816381,0.00001173772,0.0005787634,0.000004490937,0.0001837848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1152366,"threshold_uncertainty_score":0.2291317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660959779267573,"score_gpt":0.2971112773423359,"score_spread":0.2805016795496602,"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."}}