{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005889243,0.0001003442,0.0001234287,0.000130367,0.00007724049,0.00001408373,0.00009030411,0.0000175353,0.0008623141],"category_scores_gemma":[0.0000572028,0.00007819919,0.00007691827,0.00008746301,0.00005059515,0.00009896934,0.000042566,0.0002155152,0.0002960064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005522028,"about_ca_system_score_gemma":0.00004111511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004667811,"about_ca_topic_score_gemma":0.000002811314,"domain_scores_codex":[0.9988944,0.0002153984,0.0003037825,0.000137296,0.0002624943,0.0001866638],"domain_scores_gemma":[0.9995363,0.00001446616,0.00008885787,0.000123856,0.00001878809,0.0002177053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002472401,0.0001874867,0.9910126,0.000009042202,0.00002069539,0.002065689,0.0002868126,0.000003262292,0.003039437,0.00003745813,0.0002274637,0.002862859],"study_design_scores_gemma":[0.000968362,0.0002779025,0.993489,0.0001125004,0.00002329951,0.0002232988,0.0001561492,0.000008142693,0.0005304542,0.00003324861,0.004095132,0.00008253299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9306339,0.0004132251,0.00001876839,0.00002594683,0.0001690062,0.00006332953,0.000003421671,0.00002310218,0.06864927],"genre_scores_gemma":[0.9984328,0.00002025532,0.0002196804,0.0006199172,0.0003867276,8.927373e-7,0.000001509628,0.00002848522,0.0002897592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06835951,"threshold_uncertainty_score":0.9441735,"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."}}