{"id":"W2469074081","doi":"10.1016/j.ccell.2016.06.012","title":"Molecular Subtypes of Non-muscle Invasive Bladder Cancer","year":2016,"lang":"en","type":"letter","venue":"Cancer Cell","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; BC Cancer Agency","funders":"","keywords":"Bladder cancer; Cancer; Cancer research; Biology; Cancer cell; Pathology; Oncology; Medicine; Genetics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004235964,0.0005106195,0.0008745938,0.0001056603,0.00004052728,0.0000124634,0.0002568468,0.0006841761,0.006022721],"category_scores_gemma":[0.000008928278,0.0003775221,0.0003630384,0.0001421356,0.0001642834,0.0000711058,0.00006961131,0.0005993988,0.0001114048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005446128,"about_ca_system_score_gemma":0.001617045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003345779,"about_ca_topic_score_gemma":0.0002122187,"domain_scores_codex":[0.9977879,0.00004099898,0.0003965097,0.0006685214,0.0005258095,0.0005802458],"domain_scores_gemma":[0.998443,0.00006797157,0.0003065621,0.0007371673,0.0003036537,0.0001416413],"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":[0.0001015403,0.00006116642,0.001218475,0.001280452,0.0007483179,0.0005401336,0.0002118471,0.000002972887,0.0359617,0.000001229305,0.9521698,0.007702373],"study_design_scores_gemma":[0.002530643,0.0002959379,0.0008165399,0.00113824,0.00129249,0.000005870733,0.00002053712,0.000001511882,0.2431676,0.00004732891,0.75025,0.0004333148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05419907,0.1067901,0.0001845791,0.654927,0.006164118,0.004374898,0.004579158,0.0002256275,0.1685554],"genre_scores_gemma":[0.09687021,0.02116758,0.0001527213,0.8184246,0.01161895,0.001285259,0.000319507,0.0004508357,0.04971032],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2072059,"threshold_uncertainty_score":0.9998677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486787286409836,"score_gpt":0.2742496603119564,"score_spread":0.259381787447858,"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."}}