{"id":"W4309536047","doi":"10.1016/j.ucl.2022.09.007","title":"Biological Stratification of Invasive and Advanced Urothelial Carcinoma","year":2022,"lang":"en","type":"review","venue":"Urologic Clinics of North America","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Deutsche Forschungsgemeinschaft","keywords":"Medicine; Risk stratification; Malignancy; Urothelial carcinoma; Stratification (seeds); Metastatic Urothelial Carcinoma; Carcinoma; Oncology; Pathology; Cancer research; Internal medicine; Bladder cancer; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007468794,0.0007050259,0.00185935,0.0016384,0.0001401447,0.000802937,0.0007319967,0.0005852785,0.001649112],"category_scores_gemma":[0.001102179,0.0002484423,0.001073979,0.001671197,0.0003462607,0.0006570767,0.0004628625,0.001014906,0.0003815192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004643263,"about_ca_system_score_gemma":0.0009606649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002577276,"about_ca_topic_score_gemma":0.005570454,"domain_scores_codex":[0.999795,0.00004473944,0.00003943327,0.00004075558,0.00006285915,0.00001727684],"domain_scores_gemma":[0.9996696,0.0001726075,0.00008111303,0.00000636962,0.00005411327,0.00001619728],"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":[0.0001445996,0.00005165217,0.001577648,0.02657078,0.0005509345,0.00007342375,0.00004167865,0.0003359374,0.0004307387,0.0009532275,0.01164943,0.95762],"study_design_scores_gemma":[0.0003173801,0.0008159414,0.02887306,0.05579879,0.008566028,0.002039755,0.0003348687,0.0007840515,0.0007798322,0.004805374,0.896767,0.0001178886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001308304,0.9994897,0.00003468717,0.00009724576,0.00004587453,0.000002405573,0.0000151036,0.000001728714,0.0001824009],"genre_scores_gemma":[0.001829209,0.9976508,0.0001259288,0.0001492581,0.00008076609,0.000003624328,0.00003854754,4.813739e-7,0.000121431],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002577276,"threshold_uncertainty_score":0.005516827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09608925452941446,"score_gpt":0.3614752357617229,"score_spread":0.2653859812323084,"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."}}