{"id":"W4388500626","doi":"10.1111/his.15091","title":"Head‐to‐head: how many categories for grading urothelial carcinoma?","year":2023,"lang":"en","type":"review","venue":"Histopathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Grading (engineering); Urothelial carcinoma; Medicine; Carcinoma; Urothelial cancer; Bladder cancer; Oncology; Pathology; Radiology; Internal medicine; 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":[0.003872436,0.000996742,0.003596802,0.00432051,0.0006441072,0.002690105,0.002326668,0.002014191,0.004870818],"category_scores_gemma":[0.01042446,0.0005831136,0.001948718,0.004482034,0.002042989,0.005390736,0.001134529,0.003286199,0.004245645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001803102,"about_ca_system_score_gemma":0.002528473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004493339,"about_ca_topic_score_gemma":0.009989034,"domain_scores_codex":[0.9978643,0.0007925795,0.0003631304,0.0002919992,0.0006008334,0.00008710583],"domain_scores_gemma":[0.997281,0.00111463,0.0004086188,0.00009080084,0.0009828017,0.0001221549],"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":[0.0001051218,0.00001832617,0.0005724066,0.03114132,0.0003470785,0.00008309811,0.0001713758,0.0001088992,0.0004288739,0.003892204,0.08360004,0.8795312],"study_design_scores_gemma":[0.00009431374,0.000134822,0.002489229,0.06409273,0.0009229268,0.001429096,0.0004525538,0.0001525289,0.0003491608,0.006649145,0.9231606,0.0000729634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009986971,0.9925257,0.0003525503,0.004001559,0.001863066,0.00001560327,0.00005666307,0.00001030987,0.001074694],"genre_scores_gemma":[0.001706982,0.9893668,0.00101413,0.005040929,0.001851599,0.00003014343,0.00009286336,0.00001512967,0.0008813009],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004870818,"threshold_uncertainty_score":0.02047968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1373002381229772,"score_gpt":0.398814143586154,"score_spread":0.2615139054631768,"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."}}