{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01330253,0.0005260662,0.001286449,0.009400433,0.0007450067,0.003547744,0.00211312,0.001458574,0.003347969],"category_scores_gemma":[0.05449486,0.0006616186,0.001105392,0.0113548,0.0004973192,0.004162597,0.004572295,0.001490303,0.001115301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003249725,"about_ca_system_score_gemma":0.01367915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02626101,"about_ca_topic_score_gemma":0.07016458,"domain_scores_codex":[0.9900054,0.002001681,0.003397958,0.0006393012,0.003056646,0.0008990109],"domain_scores_gemma":[0.9425516,0.01235555,0.01157788,0.002211088,0.02826233,0.003041498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001655604,0.000271841,0.1746577,0.008017701,0.0004182516,0.0001084251,0.0004502627,0.0002839372,0.0001369617,0.0008545149,0.2270823,0.5875525],"study_design_scores_gemma":[0.0001604744,0.000212911,0.6612909,0.03800922,0.0008722544,0.0008074708,0.001537539,0.000588284,0.000543496,0.0009865126,0.2948552,0.0001356632],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1334908,0.6079839,0.005065729,0.1034153,0.01326286,0.001858647,0.0801063,0.001704035,0.05311245],"genre_scores_gemma":[0.2762622,0.5890094,0.02273691,0.01999121,0.004099778,0.001983285,0.07691707,0.0004422962,0.008557882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02626101,"threshold_uncertainty_score":0.07035136,"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."}}