{"id":"W4367600716","doi":"10.1002/jso.27255","title":"Age represents the main driver of surgical decision making in patients candidate to radical cystectomy","year":2023,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Cystectomy; Perioperative; Propensity score matching; Urinary diversion; Dissection (medical); Bladder cancer; Logistic regression; Odds ratio; Surgery; Lymph node; Urology; 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":[0.000717368,0.0001437462,0.0002357194,0.0004149096,0.0003194508,0.0007133689,0.000293665,0.0004232539,0.002573562],"category_scores_gemma":[0.006454692,0.0001243879,0.0004738421,0.0006181475,0.0001961,0.0005031711,0.0003952154,0.0005845373,0.0002617682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002347738,"about_ca_system_score_gemma":0.0004465064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001315375,"about_ca_topic_score_gemma":0.002161094,"domain_scores_codex":[0.9993693,0.0001843191,0.0001012815,0.0001218809,0.0001097372,0.000113453],"domain_scores_gemma":[0.9953631,0.001307528,0.002500983,0.0001801642,0.0002001234,0.0004479802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006094569,0.0000117182,0.9978109,0.000007919507,0.00003299008,0.0000661119,0.00003707385,0.00007376343,0.00007181404,0.00002768924,0.000113108,0.001686038],"study_design_scores_gemma":[0.00000364238,0.00005934,0.9977838,0.00002247643,0.00004751653,0.0005085703,0.0002396859,0.0007268937,0.0000944297,0.0001306143,0.0003769259,0.000006067857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984358,0.000528019,0.0001383412,0.000268041,0.00001679085,0.000004634112,0.0001504832,0.000002371362,0.000455527],"genre_scores_gemma":[0.9995713,0.0001404636,0.00006493183,0.00003433022,0.00002561022,0.000001825663,0.00009780097,0.000001343311,0.00006232927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002573562,"threshold_uncertainty_score":0.008609354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02348114034838909,"score_gpt":0.3537400450567101,"score_spread":0.330258904708321,"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."}}