{"id":"W4413055622","doi":"10.1245/s10434-025-18065-3","title":"ASO Visual Abstract: Adverse In-Hospital Outcomes After Radical Cystectomy: A Contemporary Versus Historical Population-Based Analysis","year":2025,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Cystectomy; Medicine; Surgical oncology; General surgery; Oncology; Internal medicine; Bladder 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":[0.001544851,0.0003428297,0.0006308943,0.001483345,0.0002515671,0.001181635,0.0006324436,0.0007355048,0.02075674],"category_scores_gemma":[0.009886206,0.0001790031,0.001454558,0.00180328,0.0002652961,0.0007770994,0.0006173571,0.0006517274,0.001232234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004600267,"about_ca_system_score_gemma":0.0005504728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002371567,"about_ca_topic_score_gemma":0.004545106,"domain_scores_codex":[0.9990053,0.0002818695,0.0001341447,0.0002048727,0.0002456438,0.0001282885],"domain_scores_gemma":[0.9937484,0.002530501,0.001798866,0.0004084995,0.00085999,0.0006536727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01429855,0.0003335134,0.8733445,0.001750043,0.004925324,0.0002046942,0.0001369751,0.0005468474,0.0004726521,0.0003362847,0.08075953,0.02289102],"study_design_scores_gemma":[0.001200939,0.0005917082,0.9898705,0.0002253157,0.001607323,0.0002166327,0.0001889313,0.0004911275,0.0001122978,0.0003807443,0.005078294,0.00003619316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8559303,0.00619966,0.0008952304,0.003532399,0.001582878,0.0002858706,0.1209887,0.0001071872,0.01047773],"genre_scores_gemma":[0.9694499,0.001107907,0.0002388917,0.001111414,0.001714838,0.0001319421,0.02336733,0.00004256787,0.00283522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02075674,"threshold_uncertainty_score":0.06943828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04129113332169319,"score_gpt":0.3851550692751209,"score_spread":0.3438639359534277,"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."}}