{"id":"W3108500360","doi":"10.3233/blc-200306","title":"Tumor Subtyping: Making Sense of Heterogeneity with a Goal Toward Treatment","year":2020,"lang":"en","type":"article","venue":"Bladder Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Subtyping; Bladder cancer; Oncology; Medicine; Cancer; Internal medicine; Biology","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":[0.0222044,0.001024774,0.002909467,0.009195032,0.0008167467,0.004933758,0.002171674,0.001824225,0.00174815],"category_scores_gemma":[0.06312452,0.0005118574,0.002499148,0.00571827,0.003441098,0.008159277,0.002908565,0.003021244,0.0008198055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002744655,"about_ca_system_score_gemma":0.008616081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003741896,"about_ca_topic_score_gemma":0.004793973,"domain_scores_codex":[0.9853779,0.007382638,0.002980546,0.001075557,0.002938776,0.0002445583],"domain_scores_gemma":[0.9367732,0.04783397,0.005998499,0.002230478,0.006474972,0.0006888996],"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":[0.0002959887,0.00004908393,0.007733904,0.09869748,0.001571449,0.0005474229,0.002826313,0.0009591613,0.001842711,0.02801744,0.03526961,0.8221895],"study_design_scores_gemma":[0.0001250984,0.0003738951,0.01108667,0.1923403,0.003922256,0.003705443,0.006893783,0.001403527,0.002825632,0.09913234,0.6779667,0.0002243502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004049057,0.9287551,0.01967904,0.03926976,0.002253278,0.0002866376,0.0007302737,0.0001331555,0.004843705],"genre_scores_gemma":[0.1168068,0.7880576,0.06302019,0.02306332,0.004817266,0.0007949244,0.001648277,0.0001858734,0.001605779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0222044,"threshold_uncertainty_score":0.1174295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06357876085516496,"score_gpt":0.3230142290459608,"score_spread":0.2594354681907958,"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."}}