{"id":"W4289516878","doi":"10.3389/fonc.2022.964256","title":"Robot-assisted vs. laparoscopic nephroureterectomy for upper urinary tract urothelial carcinoma: a systematic review and meta-analysis based on comparative studies","year":2022,"lang":"en","type":"review","venue":"Frontiers in Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Perioperative; Odds ratio; Cochrane Library; Urothelial carcinoma; Nephrectomy; Subgroup analysis; Urology; Upper urinary tract; Internal medicine; Bladder cancer; Surgery; Urinary system; Cancer; Kidney","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.0007369269,0.0008326806,0.02004891,0.0009008931,0.0001496666,0.00001587108,0.0002554176,0.0003173047,0.0003027356],"category_scores_gemma":[0.0001987274,0.0005470254,0.002999726,0.0008863865,0.0001676297,0.00004246656,0.00007464015,0.0006123246,0.000004732664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001656859,"about_ca_system_score_gemma":0.0008863978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002868909,"about_ca_topic_score_gemma":0.00001286776,"domain_scores_codex":[0.9949321,0.001910655,0.001434234,0.00094703,0.0003315187,0.0004445217],"domain_scores_gemma":[0.9969931,0.00121979,0.000854452,0.0007047349,0.00007970891,0.000148161],"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":[0.0003910931,0.001415425,0.000122252,0.7902204,0.1955649,0.0003021279,0.0003036826,0.000004066829,1.690096e-8,0.000004364622,0.00934197,0.002329777],"study_design_scores_gemma":[0.002110141,0.00371982,0.00005136381,0.007324259,0.7339852,0.0001160293,0.0001385474,0.00002616231,1.413642e-7,0.00000603105,0.2522059,0.0003163695],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002771336,0.9861853,0.0001176667,0.0005474408,0.0005572893,0.01170956,0.000540193,0.00003372225,0.0003060975],"genre_scores_gemma":[0.0001713551,0.9747623,0.002958447,0.002633176,0.00008206176,0.01794475,0.0003913777,0.00007159467,0.0009849477],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7828961,"threshold_uncertainty_score":0.9996981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2121586198521563,"score_gpt":0.441188972184241,"score_spread":0.2290303523320848,"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."}}