{"id":"W4381850584","doi":"10.1016/j.jtho.2023.06.011","title":"European Epidemiology of Pleural Mesothelioma—Real-Life Data From a Joint Analysis of the Mesoscape Database of the European Thoracic Oncology Platform and the European Society of Thoracic Surgery Mesothelioma Database","year":2023,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"ETOP IBCSG Partners Foundation; Swiss Cancer Research Foundation; Sanofi; Amgen; Pfizer; Genentech; Invitae; Eli Lilly and Company","keywords":"Medicine; Mesothelioma; Database; Hazard ratio; Epidemiology; Internal medicine; Cohort; Malignancy; Confidence interval; Cardiothoracic surgery; Surgery; Oncology; Pathology","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":[0.003134299,0.0004654415,0.001313825,0.002647005,0.0002275639,0.001582697,0.0008298035,0.0009296316,0.001179423],"category_scores_gemma":[0.01122405,0.0004281656,0.001970078,0.006151733,0.0002177104,0.001061845,0.001429885,0.0007114225,0.000369921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008801856,"about_ca_system_score_gemma":0.0007859033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01390631,"about_ca_topic_score_gemma":0.01085461,"domain_scores_codex":[0.9953921,0.001375192,0.001088206,0.001169652,0.000658018,0.0003168893],"domain_scores_gemma":[0.9902487,0.002406814,0.004243908,0.001486046,0.001065618,0.0005488388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009002078,0.00004654991,0.9848813,0.000380856,0.00369495,0.000236397,0.0001126934,0.00129059,0.000353534,0.0002153224,0.004784473,0.003103106],"study_design_scores_gemma":[0.00009207501,0.00005296214,0.9934941,0.00009069645,0.0007473308,0.0005260151,0.0001565718,0.001370673,0.0001802935,0.0001345433,0.003131067,0.00002376476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8198375,0.004812893,0.001171559,0.0005828731,0.00005771837,0.00005347813,0.1728014,0.00005556128,0.0006269199],"genre_scores_gemma":[0.8706239,0.0008507149,0.001018467,0.0001530219,0.00004628066,0.00007904201,0.1270068,0.00002433211,0.0001974407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01390631,"threshold_uncertainty_score":0.02765071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1242811578029734,"score_gpt":0.416139082080753,"score_spread":0.2918579242777796,"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."}}