{"id":"W2951863725","doi":"10.21037/tau.2019.05.12","title":"Molecular subtyping, tumor infiltration, and trimodal therapy for muscle-invasive bladder cancer: more questions than answers","year":2019,"lang":"en","type":"letter","venue":"Translational Andrology and Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Bladder cancer; Cystectomy; Subtyping; Infiltration (HVAC); Medicine; Cancer therapy; Perioperative; Chemotherapy; Oncology; Internal medicine; Cancer; Surgery; Computer science","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":[0.0009817358,0.0002825734,0.0007006811,0.0004475575,0.0009555635,0.0008885692,0.0005278446,0.007324921,0.004075646],"category_scores_gemma":[0.005901309,0.0001809208,0.0004547074,0.0004206482,0.001259824,0.001724062,0.0004428044,0.007423469,0.003404042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001884291,"about_ca_system_score_gemma":0.0009612509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001393392,"about_ca_topic_score_gemma":0.002801264,"domain_scores_codex":[0.9993743,0.0002237042,0.00009597065,0.00008692108,0.0001344576,0.00008454847],"domain_scores_gemma":[0.9978309,0.001238593,0.0001553845,0.00009272677,0.000383789,0.0002986143],"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":[0.0002731532,0.00011824,0.005911495,0.0003094455,0.00003077813,0.01297974,0.0001341955,0.0002544834,0.001466059,0.004683938,0.8300021,0.1438364],"study_design_scores_gemma":[0.0002488664,0.0003390086,0.007425696,0.001242055,0.00009575365,0.06293169,0.0006120074,0.001748378,0.001249132,0.04007378,0.8839465,0.00008714046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002804741,0.01614657,0.000433662,0.9637197,0.01248779,0.00001394911,0.00006829598,0.00002827971,0.004297096],"genre_scores_gemma":[0.05908354,0.03442632,0.001631663,0.7160964,0.1800343,0.00006355452,0.0001801435,0.00004475249,0.008439298],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.007324921,"threshold_uncertainty_score":0.01367158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01707956817832401,"score_gpt":0.2853360889777596,"score_spread":0.2682565207994356,"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."}}