{"id":"W3046935779","doi":"","title":"Improving cystectomy outcomes ANZUP co-operative multi-centre cystectomy audit - an update","year":2019,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (UWA)","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Medicine; Cystectomy; Audit; General surgery; Bladder cancer; Internal medicine; Cancer","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":[0.000554825,0.0003598502,0.0006175843,0.0002609382,0.0005925092,0.0002273061,0.0002256827,0.0002259869,0.0002589712],"category_scores_gemma":[0.000067311,0.0002488351,0.0001416445,0.0002272989,0.0002684169,0.0003744554,0.0001691984,0.0006973059,0.0002242273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002321863,"about_ca_system_score_gemma":0.0004773085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001070041,"about_ca_topic_score_gemma":0.000004594676,"domain_scores_codex":[0.9965362,0.000441383,0.0004075368,0.0008810799,0.0009188561,0.0008149652],"domain_scores_gemma":[0.998059,0.0001252595,0.0001125523,0.0007338217,0.0004288259,0.0005405578],"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":[0.001401181,0.001458581,0.5775806,0.001591369,0.0009132815,0.001161144,0.00343832,0.000004177356,0.3982646,0.0002901026,0.00269829,0.01119842],"study_design_scores_gemma":[0.01519922,0.002600953,0.1366411,0.0005763173,0.0001846822,0.000363551,0.005218026,0.001973083,0.8229225,0.00002584481,0.01361296,0.0006817296],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892022,0.001323905,0.00002813496,0.0007204883,0.0004025634,0.002581742,0.00007644546,0.0001407417,0.005523767],"genre_scores_gemma":[0.9688395,0.0001121099,0.0008036801,0.0001610032,0.0003680547,0.0001663755,0.00007902864,0.00007201559,0.02939829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4409394,"threshold_uncertainty_score":0.9999964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03341078460378753,"score_gpt":0.3677308440062776,"score_spread":0.33432005940249,"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."}}