{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008796592,0.0003848995,0.0006276878,0.0001960708,0.000163424,0.00001433232,0.00007357178,0.0008413663,0.0001658263],"category_scores_gemma":[0.00001877225,0.0003341448,0.0001539059,0.00007578899,0.0004171247,0.00007001478,0.000008905069,0.0006787066,0.000003879295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001650912,"about_ca_system_score_gemma":0.0005483918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001774913,"about_ca_topic_score_gemma":0.0000914217,"domain_scores_codex":[0.9983807,0.0001104748,0.0003183134,0.0006441408,0.0001531029,0.0003932345],"domain_scores_gemma":[0.9990911,0.0003602274,0.0001282043,0.0001888308,0.0001539226,0.00007770492],"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":[0.02675656,0.001351222,0.4229542,0.002909399,0.01702357,0.00219219,0.007185492,0.001105432,0.009255538,0.00798375,0.4667234,0.03455926],"study_design_scores_gemma":[0.02014404,0.005488072,0.2064411,0.00007375536,0.002421213,0.001205797,0.00002739148,0.0006370439,0.0003567534,0.009110525,0.7531552,0.0009390427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2222349,0.01530984,0.0008952611,0.7578098,0.0004601133,0.001970411,0.0009017935,0.00006557045,0.0003523522],"genre_scores_gemma":[0.4380097,0.002347554,0.0002301704,0.5552715,0.00125561,0.000563009,0.001821713,0.00007342626,0.0004273534],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2864319,"threshold_uncertainty_score":0.9999111,"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."}}