{"id":"W4321598603","doi":"10.3390/cancers15051409","title":"Comparing Oncological and Perioperative Outcomes of Open versus Laparoscopic versus Robotic Radical Nephroureterectomy for the Treatment of Upper Tract Urothelial Carcinoma: A Multicenter, Multinational, Propensity Score-Matched Analysis","year":2023,"lang":"en","type":"article","venue":"Cancers","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lions Gate Hospital","funders":"European Association of Urology","keywords":"Medicine; Propensity score matching; Urothelial carcinoma; Perioperative; Urology; Laparoscopy; Surgery; Oncology; Internal medicine; Cancer; 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":[0.003866365,0.00031075,0.0004751608,0.0004972955,0.0002584686,0.0004624085,0.0004308628,0.0003455621,0.00085601],"category_scores_gemma":[0.006373275,0.0002476901,0.001205661,0.0006010663,0.0002966419,0.0003983317,0.0004499888,0.0003292594,0.00009212935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003674386,"about_ca_system_score_gemma":0.0003542445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00100592,"about_ca_topic_score_gemma":0.001365227,"domain_scores_codex":[0.9987016,0.0006894908,0.0001430091,0.0002390369,0.0001434889,0.00008344487],"domain_scores_gemma":[0.9961919,0.0008682829,0.002100636,0.0004298779,0.0001377914,0.0002715885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003978342,0.0001334045,0.9901745,0.00002127171,0.001103987,0.00005236506,0.00007041041,0.0003585037,0.0005215626,0.00003197817,0.0001182264,0.003435354],"study_design_scores_gemma":[0.0003725715,0.001961872,0.9927376,0.00001049439,0.0007954914,0.000259193,0.0001246194,0.003054849,0.0003501257,0.00007184384,0.0002504922,0.00001079906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995924,0.00009052637,0.0001814895,0.00001456985,0.0000043632,0.00001026409,0.00006768902,0.000001181183,0.000037548],"genre_scores_gemma":[0.9995947,0.0000271376,0.0001474688,0.00001654685,0.000008196662,0.0000131436,0.000161628,0.000001328341,0.00002983252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003866365,"threshold_uncertainty_score":0.02044749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1572841695027481,"score_gpt":0.383391358959247,"score_spread":0.2261071894564989,"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."}}