{"id":"W2972475028","doi":"10.1016/j.euf.2019.09.003","title":"What Is the Significance of Variant Histology in Urothelial Carcinoma?","year":2019,"lang":"en","type":"review","venue":"European Urology Focus","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":244,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Cystectomy; Lymph node; Carcinoma; Chemotherapy; Radiation therapy; Oncology; Adenocarcinoma; Stage (stratigraphy); Internal medicine; Pathology; Bladder cancer; Cancer","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":[0.0004860388,0.0005047555,0.002133213,0.0002490118,0.00004130113,0.00001484227,0.0005319736,0.0002759207,0.0003868446],"category_scores_gemma":[0.00004857326,0.000316421,0.0005455731,0.0002878363,0.0003443695,0.00005714071,0.0001551366,0.0008083415,0.0009077863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001353865,"about_ca_system_score_gemma":0.0006391035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001535428,"about_ca_topic_score_gemma":0.00001936741,"domain_scores_codex":[0.9964081,0.001305192,0.0008829641,0.000733046,0.0002043098,0.0004663806],"domain_scores_gemma":[0.9979041,0.0003216309,0.0004746612,0.001152516,0.0000565358,0.00009054637],"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":[0.0003009355,0.0002795684,0.0002140305,0.003972002,0.0005385633,0.002023637,0.0007965449,6.398021e-7,0.000005282195,0.0003825247,0.00264036,0.9888459],"study_design_scores_gemma":[0.001440796,0.0008976734,0.0004053756,0.0009045175,0.002091706,0.000770216,0.00002000036,0.000001471361,0.000005595588,0.0000470108,0.9931898,0.0002258818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004779581,0.9764432,0.00001382834,0.0009134204,0.001507296,0.001939403,0.00007281263,0.0000265621,0.01903569],"genre_scores_gemma":[0.005275652,0.9899619,0.00002168426,0.001156335,0.0003673194,0.00008462821,0.0000306348,0.000141875,0.002960029],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9905494,"threshold_uncertainty_score":0.9999288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04842911189873227,"score_gpt":0.3105415743893578,"score_spread":0.2621124624906255,"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."}}