{"id":"W2004457875","doi":"10.1016/j.eururo.2011.10.026","title":"A New and Highly Prognostic System to Discern T1 Bladder Cancer Substage","year":2011,"lang":"en","type":"article","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":191,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Interquartile range; Stage (stratigraphy); Bladder cancer; Cystectomy; Cancer; Carcinoma in situ; Prostatectomy; Urology; Internal medicine; Prostate cancer; Oncology; Surgery; 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":[0.002779053,0.0008684794,0.001478119,0.00513161,0.0007768361,0.002417737,0.0007441417,0.001033416,0.005306529],"category_scores_gemma":[0.0114576,0.000212974,0.0009630986,0.002202147,0.0003200367,0.001877676,0.00152685,0.0009109817,0.002710808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008289381,"about_ca_system_score_gemma":0.001509563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003489156,"about_ca_topic_score_gemma":0.004983,"domain_scores_codex":[0.9986551,0.0002718631,0.000219616,0.0003175517,0.0003561348,0.0001797502],"domain_scores_gemma":[0.9936195,0.002656326,0.0008125799,0.000512114,0.00197105,0.0004283412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001085226,0.0003357012,0.720283,0.0001697201,0.0005667668,0.0001666946,0.0001466787,0.008819445,0.004153261,0.001644488,0.01513099,0.247498],"study_design_scores_gemma":[0.0003934719,0.001980497,0.6389833,0.0002320114,0.002440236,0.002911791,0.0004193419,0.2829743,0.01106509,0.015764,0.04252638,0.0003095464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6279274,0.004900793,0.2845184,0.004873472,0.00143624,0.001076399,0.04490251,0.005163539,0.0252013],"genre_scores_gemma":[0.909358,0.0006206302,0.06512144,0.0005649775,0.0009148644,0.0004096302,0.01742766,0.0001295674,0.005453283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005306529,"threshold_uncertainty_score":0.01775217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0273970026199678,"score_gpt":0.255723637527299,"score_spread":0.2283266349073312,"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."}}