{"id":"W2109023822","doi":"10.1093/annhyg/meq076","title":"Epidemiology of Malignant Mesothelioma—An Outline","year":2010,"lang":"en","type":"article","venue":"The Annals of Occupational Hygiene","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tremolite; Chrysotile; Asbestos; Actinolite; Mesothelioma; Amphibole; Enterobius; Epidemiology; Medicine; Environmental health; Pathology; Geology; Materials science; Metallurgy; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005953573,0.000106644,0.0002845241,0.00008511614,0.00004709098,7.210865e-7,0.0001596204,0.00006000228,0.0005921543],"category_scores_gemma":[0.0004213088,0.00006577033,0.0001422849,0.0001181358,0.0003446111,0.00007535594,0.00004541257,0.0001009773,0.00003701153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004127017,"about_ca_system_score_gemma":0.00007605836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000825124,"about_ca_topic_score_gemma":0.00001044693,"domain_scores_codex":[0.9989082,0.00006920633,0.0004387419,0.0001590904,0.000267683,0.0001571184],"domain_scores_gemma":[0.9988087,0.0003098705,0.0002282931,0.0003717054,0.0001672959,0.0001141407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001719121,0.0007187015,0.9554788,0.0000475924,0.00008181515,0.000002187554,0.00005549963,0.0001619394,0.02083162,0.01752477,0.0006914992,0.002686422],"study_design_scores_gemma":[0.0003145386,0.0003489678,0.9770406,0.00002358432,0.00004540061,0.00001586526,0.00002316223,0.0005045101,0.01728063,0.003659086,0.0006797387,0.00006392867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959239,0.0002754806,0.00007667376,0.00268943,0.00009192322,0.0001618946,0.0001850796,0.00001302853,0.0005825448],"genre_scores_gemma":[0.9964722,0.00004394067,0.001485007,0.001290981,0.0001639767,0.00001153684,0.0002060441,0.00001087861,0.0003154015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02156175,"threshold_uncertainty_score":0.6483674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1352393995165525,"score_gpt":0.4107383458597566,"score_spread":0.2754989463432042,"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."}}