{"id":"W2921333418","doi":"10.1016/j.euf.2019.02.022","title":"Mental Illness and Bladder Cancer Patients: The Time for Assertive Intervention Is Now","year":2019,"lang":"en","type":"letter","venue":"European Urology Focus","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Bladder cancer; Cystectomy; Disease; Internal medicine; Cancer; Mental illness; Mental health; Oncology; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001506068,0.0003660262,0.0004343432,0.00008467289,0.0001453703,0.00003058248,0.0001850971,0.0002489963,0.0009108294],"category_scores_gemma":[0.00002431602,0.0002409182,0.0002422654,0.00005649036,0.0001641313,0.00005623205,0.0001226487,0.0006801666,0.000587983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008763032,"about_ca_system_score_gemma":0.00004727816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005726245,"about_ca_topic_score_gemma":0.00001229949,"domain_scores_codex":[0.9982647,0.000283959,0.0003006996,0.0005765913,0.0001989413,0.000375143],"domain_scores_gemma":[0.9991308,0.0001144503,0.0002110879,0.0003643895,0.0001344358,0.00004487002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000430986,0.0001197443,0.002523456,0.00007165533,0.0009201777,0.00004648116,0.0005891482,8.828557e-8,0.00001713796,0.000001528962,0.9842187,0.01106087],"study_design_scores_gemma":[0.004692827,0.00197729,0.01200489,0.00006766935,0.001153315,0.00002749762,0.00001600129,0.00001764354,0.0001188902,0.00004094138,0.9796224,0.0002606422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02709464,0.004116816,0.00007608757,0.93462,0.003099281,0.004742655,0.002040962,0.0001262318,0.02408337],"genre_scores_gemma":[0.05971817,0.000241573,0.00002005003,0.8934695,0.003018211,0.0002484345,0.0009882889,0.0002408206,0.04205495],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04115045,"threshold_uncertainty_score":0.9972944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104881840652842,"score_gpt":0.2632921058706105,"score_spread":0.2528039218053263,"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."}}