{"id":"W2166477602","doi":"10.1016/j.eursup.2008.07.005","title":"Diagnosis of Non-Muscle Invasive Bladder Cancer","year":2008,"lang":"en","type":"article","venue":"European Urology Supplements","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"North York General Hospital","funders":"Astellas Pharma; Amgen","keywords":"Medicine; Cystoscopy; Bladder cancer; Resection; Urothelial cancer; Cancer; Urology; Radiology; General surgery; Surgery; Urinary system; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003549177,0.0002470557,0.0004337024,0.001557461,0.0007189607,0.0004418944,0.0003841769,0.0007638115,0.00635789],"category_scores_gemma":[0.001538071,0.0001097147,0.000326916,0.001084398,0.0002472543,0.000369605,0.0002584094,0.0004213788,0.0009118948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005162056,"about_ca_system_score_gemma":0.001028626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005263099,"about_ca_topic_score_gemma":0.008916978,"domain_scores_codex":[0.9996775,0.00006335444,0.00004962457,0.00003655271,0.000101743,0.00007120578],"domain_scores_gemma":[0.999409,0.0001588235,0.000129958,0.00002252833,0.0001709044,0.0001089229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005540143,0.0002984209,0.9293162,0.0004210105,0.00006026942,0.02183547,0.0003226002,0.0001041426,0.004144583,0.0006877886,0.01161846,0.03063698],"study_design_scores_gemma":[0.0000795845,0.0007086457,0.9140705,0.0003465062,0.0001560792,0.04832904,0.0009513624,0.0006242607,0.002751654,0.0004943494,0.031459,0.00002900451],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.876861,0.0216255,0.001125986,0.008711429,0.0009770347,0.0002567466,0.004447961,0.00007538,0.08591889],"genre_scores_gemma":[0.9845362,0.004066748,0.001128235,0.001271847,0.0005026953,0.00003719902,0.001873618,0.000006413452,0.006577021],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00635789,"threshold_uncertainty_score":0.0212692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02856686078954908,"score_gpt":0.2897131863336148,"score_spread":0.2611463255440657,"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."}}