{"id":"W3147442129","doi":"10.1016/j.euf.2021.03.018","title":"Novel Classification for Upper Tract Urothelial Carcinoma to Better Risk-stratify Patients Eligible for Kidney-sparing Strategies: An International Collaborative Study","year":2021,"lang":"en","type":"article","venue":"European Urology Focus","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université de Montréal; Hôpital du Sacré-Cœur de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Interquartile range; Odds ratio; Retrospective cohort study; Urology; Confidence interval; Internal medicine; Urothelial carcinoma; Oncology; Bladder cancer; 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":[0.0152948,0.001418879,0.002868104,0.002073617,0.001162435,0.003714804,0.001958407,0.001501299,0.003027872],"category_scores_gemma":[0.02020888,0.0004331531,0.005796046,0.002551501,0.0006114898,0.001987237,0.002098358,0.002639208,0.0006725646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001934784,"about_ca_system_score_gemma":0.00401772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008471102,"about_ca_topic_score_gemma":0.01617605,"domain_scores_codex":[0.9951852,0.001834775,0.0006842993,0.0009077531,0.0009314422,0.000456573],"domain_scores_gemma":[0.988372,0.002689163,0.002735586,0.001954651,0.003236347,0.001012155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01297636,0.001578648,0.8409274,0.001180155,0.01485598,0.0001190918,0.0006472015,0.00263029,0.001801402,0.001276241,0.01480405,0.1072032],"study_design_scores_gemma":[0.006881086,0.00390295,0.9150743,0.001424089,0.02950633,0.0006190388,0.00118831,0.01158213,0.001306582,0.003536563,0.024761,0.0002177028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9306609,0.02379531,0.01439871,0.004030445,0.002016447,0.002332366,0.01220719,0.0001035507,0.01045509],"genre_scores_gemma":[0.9604994,0.004295594,0.01526676,0.001561378,0.000880671,0.0009484896,0.01453001,0.0001330986,0.001884554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0152948,"threshold_uncertainty_score":0.08088762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03256014461290011,"score_gpt":0.3208110212091898,"score_spread":0.2882508765962897,"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."}}