{"id":"W2115616445","doi":"10.1016/j.hoc.2014.10.013","title":"Diagnosis and Staging of Bladder Cancer","year":2014,"lang":"en","type":"review","venue":"Hematology/Oncology Clinics of North America","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Overdiagnosis; Medicine; Natural history; Bladder cancer; Disease; Cancer; Incidence (geometry); Carcinoma in situ; Internal medicine; Oncology; Urology","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"],"consensus_categories":[],"category_scores_codex":[0.0002029021,0.0005250933,0.006513324,0.0003025535,0.00004966732,0.000002630568,0.0002293459,0.0006039184,0.0003234211],"category_scores_gemma":[0.0002938933,0.0004128185,0.0006472422,0.0003712195,0.001026563,0.00003109939,0.0001694803,0.0006119679,0.00003243786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009516255,"about_ca_system_score_gemma":0.001482618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000172559,"about_ca_topic_score_gemma":0.0000978682,"domain_scores_codex":[0.996636,0.0003050836,0.001763267,0.0006584764,0.0002118268,0.0004253128],"domain_scores_gemma":[0.9951388,0.00178233,0.001997911,0.0006269022,0.0002218842,0.0002322132],"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":[0.00007538603,0.000430911,0.08066735,0.01591321,0.00170679,0.00006032041,0.00007062621,3.381489e-7,2.100018e-8,0.00001898385,0.001879043,0.899177],"study_design_scores_gemma":[0.001272519,0.001456396,0.001491872,0.004653167,0.006997553,0.000165423,0.0000250567,0.00000403951,0.000002109306,0.00002320169,0.9836332,0.000275439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001275042,0.995804,0.00003225551,0.0002129262,0.0004279453,0.001124766,0.0002686295,0.00003485393,0.0008195994],"genre_scores_gemma":[0.000799848,0.9964726,0.001101363,0.0005776112,0.0001322491,0.0006009262,0.0001229494,0.00007919276,0.0001132631],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9817542,"threshold_uncertainty_score":0.9998324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06517071868304054,"score_gpt":0.4275711364986,"score_spread":0.3624004178155595,"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."}}