{"id":"W4385254599","doi":"10.4081/aiua.2023.11533","title":"Primary Bladder Sarcoma: A multi-institutional experience from the Rare Cancer Network","year":2023,"lang":"en","type":"article","venue":"Archivio Italiano di Urologia e Andrologia","topic":"Urinary and Genital Oncology Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Sarcoma; Cancer; Chemotherapy; Radiation therapy; Stage (stratigraphy); Surgery; Internal medicine; Pathology","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":[0.0002538338,0.000355007,0.0005177713,0.00006272201,0.0007590263,0.0000245178,0.000393938,0.0001907319,0.0002103636],"category_scores_gemma":[0.0002000897,0.000211813,0.0002249934,0.0005110175,0.00128641,0.0001347814,0.0005329141,0.0005468039,0.0003745112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004909752,"about_ca_system_score_gemma":0.0001887094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001751569,"about_ca_topic_score_gemma":0.0001934269,"domain_scores_codex":[0.9977217,0.0001812467,0.000365282,0.0006410876,0.0002899302,0.0008007034],"domain_scores_gemma":[0.9984589,0.0007298145,0.0001074691,0.0005011759,0.00005893808,0.0001436999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008758362,0.0002868818,0.9448998,0.00001561096,0.000512855,0.001302534,0.001481639,0.0005021638,0.0007815705,0.0003001453,0.04528091,0.003760044],"study_design_scores_gemma":[0.001536745,0.0006759849,0.9736738,0.0000255471,0.0001871295,0.0001193025,0.0002145435,0.0005014488,0.00005415332,0.0006704283,0.02210134,0.0002396244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825979,0.00317074,0.0001612363,0.008957199,0.0008077666,0.0005986655,0.0001954102,0.000381212,0.003129817],"genre_scores_gemma":[0.9852247,0.000680586,0.0006447386,0.009745238,0.0006690578,0.0004578189,0.0003018184,0.00002341394,0.002252674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02877394,"threshold_uncertainty_score":0.8637483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04544241771215186,"score_gpt":0.3031707277525138,"score_spread":0.257728310040362,"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."}}