{"id":"W4408957067","doi":"10.1002/jso.28108","title":"Robot‐Assisted Versus Open Radical Cystectomy: Comparison of Adverse In‐Hospital Outcomes","year":2025,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Cystectomy; Medicine; Adverse effect; General surgery; Surgery; Urinary diversion; Urology; Internal medicine; Bladder cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003358244,0.0001378661,0.001369697,0.0002370586,0.00002666634,0.000004959325,0.0002539185,0.0002094158,0.0003072793],"category_scores_gemma":[0.0001085003,0.00009543578,0.0002743212,0.000303492,0.0001574495,0.0000929916,0.0001132116,0.0004482214,0.000006567481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004917396,"about_ca_system_score_gemma":0.0009756703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001037746,"about_ca_topic_score_gemma":0.00005254528,"domain_scores_codex":[0.9982759,0.0001536146,0.000959483,0.0001427516,0.0002618196,0.000206393],"domain_scores_gemma":[0.998598,0.0005411821,0.0003969979,0.0001458172,0.0001592982,0.0001586887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03851983,0.01248495,0.8451988,0.0001278722,0.002016235,0.005903055,0.0006262406,0.00007697945,0.0003897168,0.001096823,0.006016787,0.08754269],"study_design_scores_gemma":[0.08485442,0.01358579,0.6555344,0.0003463181,0.0007265424,0.0002751191,0.0007350053,0.00004093472,0.0007388337,0.0001238586,0.24289,0.0001487328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9272786,0.0008952254,0.00004710326,0.0159687,0.002250128,0.0005439926,0.00000698009,0.00001016545,0.05299912],"genre_scores_gemma":[0.9981903,0.0001395907,0.0009647931,0.0001510266,0.00008241017,0.000007033608,0.000002647491,0.00000820557,0.0004539336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2368732,"threshold_uncertainty_score":0.3891758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.051061763336422,"score_gpt":0.4207009937339884,"score_spread":0.3696392303975664,"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."}}