{"id":"W4386945370","doi":"10.1097/pas.0000000000002121","title":"International Society of Urological Pathology (ISUP) Consensus Conference on Current Issues in Bladder Cancer","year":2023,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Subcategorization; Medicine; Bladder cancer; Pathology; Cancer; Internal medicine; Computer science; Verb; Artificial intelligence","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":[0.1074452,0.001207922,0.002857003,0.01649685,0.002620189,0.005807838,0.004993563,0.007087111,0.005233095],"category_scores_gemma":[0.08111765,0.001073447,0.003974712,0.01262769,0.003600019,0.005694384,0.009064027,0.009644181,0.003630179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005665928,"about_ca_system_score_gemma":0.03603496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008165793,"about_ca_topic_score_gemma":0.01038808,"domain_scores_codex":[0.9578701,0.01721646,0.01026299,0.002119486,0.009896681,0.00263422],"domain_scores_gemma":[0.8370723,0.04802364,0.01226233,0.005573322,0.08428815,0.01278031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002559908,0.0002000087,0.009856682,0.01599628,0.0002705791,0.0006789266,0.001655972,0.000523151,0.001731677,0.005210306,0.4871742,0.4764463],"study_design_scores_gemma":[0.00004637159,0.0001592182,0.009546351,0.02303365,0.0003276614,0.001536554,0.001839327,0.0003306447,0.0009160625,0.00585321,0.9563077,0.0001032642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.007900881,0.4620915,0.02549935,0.3988237,0.07085253,0.002179029,0.003373464,0.0006800042,0.02859959],"genre_scores_gemma":[0.07157147,0.6084136,0.1189149,0.1133267,0.0448161,0.00388002,0.01918805,0.0007716771,0.01911758],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1074452,"threshold_uncertainty_score":0.5682316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05694653366573402,"score_gpt":0.3778311581451081,"score_spread":0.320884624479374,"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."}}