{"id":"W2949728994","doi":"10.1016/j.euo.2019.06.003","title":"Recurrent Ta Low-grade Non-muscle-invasive Bladder Cancer: What Are the Options?","year":2019,"lang":"en","type":"article","venue":"European Urology Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Medicine; Bladder cancer; Mitomycin C; Disease; Cancer; Urology; Carcinoma in situ; Surgery; Internal medicine; Oncology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003427207,0.0003155692,0.0005459686,0.0001160867,0.0001706721,0.00003419394,0.000339065,0.0001689756,0.001466128],"category_scores_gemma":[0.00006297506,0.0002173959,0.0001914085,0.0002062591,0.0003248875,0.0001377234,0.0001803934,0.0006524578,0.003069288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002296783,"about_ca_system_score_gemma":0.0004149106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005107071,"about_ca_topic_score_gemma":0.0001669493,"domain_scores_codex":[0.9975209,0.0006973546,0.0003812939,0.0006325411,0.0001970717,0.000570806],"domain_scores_gemma":[0.9984068,0.0002918619,0.0002486054,0.0007225771,0.0001339702,0.0001962196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006252379,0.007764577,0.2357752,0.0005266197,0.005681613,0.006722277,0.01250077,0.0008994978,0.02403944,0.001280166,0.2124191,0.4861383],"study_design_scores_gemma":[0.00930404,0.006675069,0.4404159,0.0001707836,0.0009250076,0.0005793774,0.001720995,0.00009442201,0.0004784753,0.0001326789,0.5390573,0.0004460493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9021226,0.009900988,0.00003150109,0.0436551,0.005277778,0.001631083,0.00004354755,0.0001452687,0.0371922],"genre_scores_gemma":[0.9687141,0.007077515,0.00007501899,0.02042878,0.001011046,0.0001166209,0.00004908367,0.00008388013,0.002443918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4856922,"threshold_uncertainty_score":0.9994467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346238348124872,"score_gpt":0.3043653441791391,"score_spread":0.2809029606978903,"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."}}