{"id":"W7133025347","doi":"","title":"Utilization of Re-resection in T1 Bladder Cancer: A Population-based Study","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Uniscientia Foundation; Swiss Cancer Research Foundation; Stiftung Professor Dr. Max Cloëtta","keywords":"Bladder cancer; Logistic regression; Cohort; Proportional hazards model; Population; Cancer registry; Guideline; Bladder tumor","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009327066,0.0002376602,0.0003796581,0.0007863261,0.0007901788,0.001097145,0.0009837131,0.000609289,0.001396984],"category_scores_gemma":[0.003731878,0.0003779693,0.0007647794,0.002484985,0.0004971997,0.0006773621,0.0006985968,0.0007584705,0.0002487146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002976879,"about_ca_system_score_gemma":0.002749864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3162946,"about_ca_topic_score_gemma":0.3574804,"domain_scores_codex":[0.9988043,0.0001669208,0.0001545132,0.000336965,0.0003035887,0.0002336707],"domain_scores_gemma":[0.9972093,0.0002931799,0.001498493,0.0002275028,0.000416047,0.0003556009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003197032,0.00001165335,0.9991703,0.0000156715,0.0000421501,0.00002252359,0.0001427969,0.00002158608,0.0000254126,0.00001055901,0.0001136078,0.000391729],"study_design_scores_gemma":[0.000002953134,0.00002868229,0.9992952,0.00001485764,0.00002584728,0.00006028592,0.0003143112,0.00006875217,0.000008800083,0.000006974876,0.0001697788,0.000003547071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972326,0.0004405797,0.00004878386,0.0001275116,0.000005356472,0.00002127469,0.001628441,0.000003346057,0.0004920138],"genre_scores_gemma":[0.9988104,0.0002426288,0.00003527178,0.0000359439,0.00000630786,0.00001246828,0.0007565478,0.000002040818,0.00009846576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3162946,"threshold_uncertainty_score":0.6289071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05286228200087213,"score_gpt":0.4124349489252656,"score_spread":0.3595726669243935,"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."}}