{"id":"W2057691584","doi":"10.1016/j.eururo.2007.12.026","title":"Prediction of Progression of Non–Muscle-Invasive Bladder Cancer by WHO 1973 and 2004 Grading and by FGFR3 Mutation Status: A Prospective Study","year":2008,"lang":"en","type":"article","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":178,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"World Health Organization","keywords":"Medicine; Grading (engineering); Prospective cohort study; Oncology; Internal medicine; Bladder cancer; Immunohistochemistry; Pathology; Gastroenterology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008351755,0.0005485161,0.0004338391,0.0007600421,0.0005909165,0.0006466971,0.0005052032,0.0007505976,0.001301407],"category_scores_gemma":[0.001523006,0.0004852472,0.0009553563,0.0009238145,0.0003726359,0.0006791441,0.0004482558,0.0008271147,0.0004954717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005031,"about_ca_system_score_gemma":0.0005869198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01646885,"about_ca_topic_score_gemma":0.01317946,"domain_scores_codex":[0.9996411,0.00009391383,0.00002934623,0.00008498945,0.00005085858,0.00009984718],"domain_scores_gemma":[0.9988388,0.0002070617,0.000337553,0.0001470747,0.0001775491,0.0002919896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007183289,0.0000650681,0.998275,0.000003226114,0.00005022016,0.00004904245,0.00006235046,0.00004506427,0.0001777507,0.000008668196,0.00004031849,0.000504836],"study_design_scores_gemma":[0.00001841565,0.0002935501,0.9990286,0.000002394888,0.00004954953,0.000114686,0.000113824,0.0001482862,0.00006993124,0.00001141108,0.000144285,0.000005024069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992923,0.0001110304,0.000048506,0.000008324793,0.00000472471,0.000008185933,0.0002308966,0.000002021775,0.0002939624],"genre_scores_gemma":[0.9991346,0.00005847942,0.00003731805,0.00001237491,0.000006262851,0.000006840677,0.0004475846,0.000002679875,0.0002938619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01646885,"threshold_uncertainty_score":0.03274596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660814904581796,"score_gpt":0.2775340917394621,"score_spread":0.2609259426936441,"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."}}