{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002304662,0.0002470977,0.0004590146,0.00003864151,0.0000412392,0.00001139912,0.00004936576,0.00004628789,0.0004419955],"category_scores_gemma":[0.000008447859,0.000171052,0.000139993,0.0001919212,0.0000770745,0.00005134593,0.00002446278,0.00008380821,0.00002085438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001818179,"about_ca_system_score_gemma":0.0004148516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004296742,"about_ca_topic_score_gemma":0.0001401141,"domain_scores_codex":[0.9988244,0.00002693944,0.0002246514,0.0003761738,0.0002661111,0.0002817302],"domain_scores_gemma":[0.999365,0.00001548406,0.0001064062,0.0002285542,0.00008415378,0.0002003912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02426894,0.002356926,0.8123298,0.001712895,0.00942959,0.003157754,0.01867707,0.0004759797,0.04322265,0.0002344611,0.005414397,0.07871955],"study_design_scores_gemma":[0.03789378,0.01629268,0.323413,0.001319911,0.004828917,0.000759767,0.001648135,0.001183027,0.5437821,0.00004793451,0.06736833,0.001462508],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898042,0.002680024,0.0002641393,0.002987241,0.0001076195,0.000763503,0.0001290649,0.0001010045,0.003163223],"genre_scores_gemma":[0.9959386,0.0001339227,0.0006455228,0.002636331,0.0003288866,0.000122779,0.00001022576,0.000046689,0.000137016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5005594,"threshold_uncertainty_score":0.6975296,"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."}}