{"id":"W118271878","doi":"10.1007/s00345-002-0279-y","title":"Prognostic markers in muscle invasive bladder cancer","year":2002,"lang":"en","type":"review","venue":"World Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Hôtel-Dieu de Québec","funders":"","keywords":"Medicine; Grading (engineering); Bladder cancer; Oncology; Angiogenesis; Metastasis; Nephrology; Cancer; Internal medicine; Tissue microarray; Bioinformatics; Biology","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":[0.0002081112,0.0003629228,0.002113129,0.0009312917,0.00002086065,0.00001029221,0.0001997405,0.0002336678,0.00200047],"category_scores_gemma":[0.0001440133,0.0002580453,0.0005477215,0.0005529189,0.0001030062,0.00005507067,0.00003908901,0.00105628,0.00006268604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004166161,"about_ca_system_score_gemma":0.001423756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005008801,"about_ca_topic_score_gemma":0.0004363354,"domain_scores_codex":[0.9978635,0.0002452971,0.0009862393,0.0002590941,0.0002580659,0.0003878157],"domain_scores_gemma":[0.9983566,0.0003649501,0.0007394381,0.0002186221,0.0001215393,0.0001988047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001159481,0.0002477752,0.001188429,0.002066551,0.0009485986,0.002213873,0.00008144604,0.000002175824,3.419688e-7,0.000005747762,0.01097595,0.9821532],"study_design_scores_gemma":[0.001664243,0.0007426585,0.001395012,0.0052485,0.004085711,0.001334184,0.000006778589,0.000001046366,9.812399e-8,0.00003421923,0.9853184,0.0001691942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002738224,0.9926034,0.000001864576,0.0006461919,0.0009818634,0.0006298642,0.00001758441,0.000007652098,0.005084185],"genre_scores_gemma":[0.0005600928,0.9935015,0.00006668803,0.0007492768,0.0006790238,0.00006927331,0.000006942983,0.00006369958,0.004303472],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.981984,"threshold_uncertainty_score":0.9999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04762702393398093,"score_gpt":0.3355162959535359,"score_spread":0.2878892720195549,"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."}}