{"id":"W4404195234","doi":"10.1016/j.clgc.2024.102259","title":"Robot-Assisted Cystectomy in Patients With Previous Pelvic Irradiation: A Comprehensive Systematic Review and Single-Arm Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"Clinical Genitourinary Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University","funders":"","keywords":"Medicine; Cystectomy; Meta-analysis; Bladder cancer; Urology; Surgery; General surgery; Oncology; 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":[0.0003757466,0.0009985253,0.01428975,0.0004843364,0.00005954917,0.00006380105,0.0002429204,0.0004228498,0.0003415836],"category_scores_gemma":[0.00009932066,0.0005628816,0.003651376,0.001910267,0.0001446123,0.00008231781,0.0001428888,0.0009302748,0.00008340611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005099701,"about_ca_system_score_gemma":0.0006288494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005635623,"about_ca_topic_score_gemma":0.00004739758,"domain_scores_codex":[0.9937732,0.001031091,0.002835796,0.001332021,0.0006073035,0.000420647],"domain_scores_gemma":[0.9965802,0.0005257956,0.001079663,0.001111538,0.0003307643,0.0003720654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00007632119,0.001085597,0.0003502364,0.7664371,0.2138495,0.000289656,0.0000184394,0.000001111747,3.387494e-9,4.577576e-7,0.0003458105,0.0175458],"study_design_scores_gemma":[0.001367673,0.001479083,0.002084376,0.140214,0.8308091,0.00005847501,0.000004458678,0.000001836456,8.717972e-9,0.00000172287,0.02352001,0.0004593388],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005186597,0.9902678,0.00000214026,0.0001946861,0.0002374548,0.008708217,0.0003247313,0.00007561828,0.0001374599],"genre_scores_gemma":[0.0005368812,0.9929915,0.000131906,0.001003199,0.0002165674,0.003381844,0.000354037,0.0001352028,0.001248851],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6262231,"threshold_uncertainty_score":0.9996822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1854983916649068,"score_gpt":0.4282979106529379,"score_spread":0.2427995189880311,"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."}}