{"id":"W2912754254","doi":"10.1016/j.clgc.2019.01.009","title":"Contemporary Survival Rates for Muscle-Invasive Bladder Cancer Treated With Definitive or Non-Definitive Therapy","year":2019,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Brigham Research Institute","keywords":"Medicine; Bladder cancer; Cancer therapy; Cancer; Oncology; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002634571,0.0006290955,0.00134475,0.0001155465,0.0001628815,0.00003925876,0.0002086955,0.0003504685,0.001897553],"category_scores_gemma":[0.00009792023,0.0004020919,0.0004857203,0.0003634316,0.0003454686,0.0002028978,0.00006019126,0.0004845813,0.0001363843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002162572,"about_ca_system_score_gemma":0.003116071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009683593,"about_ca_topic_score_gemma":0.0002290153,"domain_scores_codex":[0.9968063,0.000192124,0.0008122213,0.001100748,0.0004145769,0.0006740634],"domain_scores_gemma":[0.9962947,0.001647226,0.0003578181,0.0005593838,0.0007085657,0.000432346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06741367,0.002466597,0.8738433,0.0002854595,0.005539778,0.0007192199,0.0006361757,0.00001822319,0.001317,0.00001872451,0.01811017,0.02963172],"study_design_scores_gemma":[0.08058147,0.03591328,0.8180184,0.001605157,0.00144635,0.00005434495,0.002319913,0.00008095038,0.01568338,0.0001326606,0.04249989,0.001664227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732086,0.004072926,0.000033256,0.001261471,0.001228801,0.004118012,0.001150493,0.0001304524,0.01479597],"genre_scores_gemma":[0.9720963,0.008911753,0.0003342699,0.004707523,0.001759258,0.002417207,0.0002225941,0.0001854252,0.00936565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0558249,"threshold_uncertainty_score":0.9998431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1357726139639858,"score_gpt":0.4188765261547862,"score_spread":0.2831039121908004,"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."}}