{"id":"W2785777839","doi":"10.1038/nrurol.2018.2","title":"A practical guide to bladder cancer pathology","year":2018,"lang":"en","type":"review","venue":"Nature Reviews Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Grading (engineering); Bladder cancer; Medicine; Pathological; Urothelial cancer; Pathology; Lymphadenectomy; Cancer; Oncology; Internal medicine","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0006783084,0.000901377,0.005157824,0.0003480477,0.00007890163,0.00001652491,0.000326315,0.002817036,0.002332099],"category_scores_gemma":[0.001197894,0.0005726354,0.001140484,0.0006628325,0.0001668669,0.00004408532,0.0002008121,0.002581262,0.004049479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003160073,"about_ca_system_score_gemma":0.001513934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001956933,"about_ca_topic_score_gemma":0.00005494934,"domain_scores_codex":[0.995428,0.0008524715,0.001299177,0.001324702,0.0002981738,0.0007974483],"domain_scores_gemma":[0.9972215,0.0002525564,0.0005408506,0.001268141,0.0002325989,0.000484321],"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":[0.00004919163,0.0001065255,0.000005546729,0.00469352,0.0004267979,0.0004531275,0.00001496373,4.07234e-9,2.955658e-7,0.0001018614,0.3759521,0.618196],"study_design_scores_gemma":[0.0004923771,0.0009590713,0.000006452159,0.00380276,0.008719587,0.004760597,7.846493e-7,1.717437e-7,6.487916e-7,0.0000187205,0.9808408,0.0003980422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.063013e-7,0.9816732,0.00011084,0.003658084,0.002024561,0.004327568,0.0001120313,0.0000817816,0.00801171],"genre_scores_gemma":[3.271217e-7,0.965767,0.003936105,0.02033445,0.003287431,0.002103889,0.0001491716,0.0001490324,0.004272563],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.617798,"threshold_uncertainty_score":0.9997198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07418863563316157,"score_gpt":0.4803964588290602,"score_spread":0.4062078231958986,"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."}}