{"id":"W2136470067","doi":"10.1183/09031936.00000811","title":"Predicting survival in malignant mesothelioma","year":2011,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Medicine; Mesothelioma; Interquartile range; Peritoneal mesothelioma; Hazard ratio; Asbestos; Internal medicine; Proportional hazards model; Cancer registry; Disease; Survival analysis; Surgery; Cancer; Pathology; Confidence interval","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":[0.0009475965,0.000254735,0.0002556769,0.0009166516,0.0002767064,0.0004438723,0.0002708125,0.0003761275,0.0009975415],"category_scores_gemma":[0.004335102,0.0001881622,0.0004775092,0.0006418268,0.0002059124,0.0003003296,0.0005851491,0.0005137718,0.0003151534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003134401,"about_ca_system_score_gemma":0.0002829309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005645297,"about_ca_topic_score_gemma":0.006581679,"domain_scores_codex":[0.9997056,0.0001161932,0.00003543525,0.00004370094,0.00003784327,0.00006116243],"domain_scores_gemma":[0.9985374,0.0003962312,0.0004732808,0.00006021832,0.0002033084,0.0003295479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001203612,0.00001116274,0.9963998,0.00001223812,0.00001762154,0.00005962207,0.00005927663,0.0002402678,0.00009675744,0.00001275737,0.0001896337,0.002780452],"study_design_scores_gemma":[0.000005199065,0.0001129267,0.9960848,0.00001979375,0.00003520664,0.0002814688,0.0001545053,0.002593961,0.00009637815,0.0001080057,0.0005025925,0.000005065216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979322,0.0008493799,0.0001904175,0.0001549299,0.00001626791,0.000007265404,0.0003811819,0.00001234984,0.0004560064],"genre_scores_gemma":[0.9992213,0.0002180968,0.00009886268,0.0000132095,0.00001214113,0.000004259541,0.0003183936,0.000001360151,0.0001123611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005645297,"threshold_uncertainty_score":0.01122487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05530058863771466,"score_gpt":0.2603711068807223,"score_spread":0.2050705182430076,"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."}}