{"id":"W2164503858","doi":"10.1056/nejmoa1115050","title":"Fibulin-3 as a Blood and Effusion Biomarker for Pleural Mesothelioma","year":2012,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":281,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"National Institutes of Health; Ontario Ministry of Health and Long-Term Care; York University; National Cancer Institute; Princess Margaret Hospital Foundation","keywords":"Medicine; Biomarker; Mesothelioma; Fibulin; Pleural effusion; Oncology; Internal medicine; Stage (stratigraphy); Pathology; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001343411,0.0005124818,0.0003413809,0.0007194764,0.0002668559,0.0005612581,0.0002440515,0.0005595912,0.0008155847],"category_scores_gemma":[0.001951812,0.0001526725,0.0002454214,0.0003510488,0.0004577486,0.0002820889,0.000351275,0.0003914383,0.000249575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003088179,"about_ca_system_score_gemma":0.0002470342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007935865,"about_ca_topic_score_gemma":0.001106344,"domain_scores_codex":[0.9996476,0.0001298023,0.00003448488,0.00007390942,0.00007567686,0.00003853425],"domain_scores_gemma":[0.999198,0.00027196,0.0002187045,0.00004821504,0.0001480072,0.0001150078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001106312,0.0000407537,0.9448415,0.00007609744,0.0001191762,0.0002938058,0.00009241713,0.0003100389,0.04243479,0.00006598282,0.0003428837,0.01027627],"study_design_scores_gemma":[0.00005001024,0.0005749458,0.979609,0.00003754449,0.0001620754,0.001528006,0.0001066904,0.002382048,0.01411792,0.0002365578,0.001178023,0.00001711623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945049,0.003315648,0.001324991,0.0001310181,0.00002318395,0.00003528451,0.0001732113,0.0000271933,0.0004645681],"genre_scores_gemma":[0.9982249,0.0001853465,0.001260159,0.00005898845,0.00001926656,0.00002260788,0.0001194606,0.000001877662,0.0001073916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001343411,"threshold_uncertainty_score":0.007104754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02266310238823293,"score_gpt":0.3023515889156622,"score_spread":0.2796884865274292,"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."}}