{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001081463,0.0001971507,0.0008934778,0.0001012834,0.0001355054,0.00002904597,0.0001461014,0.00006404874,0.00005619256],"category_scores_gemma":[0.00009040966,0.000116652,0.0002375365,0.0003279719,0.0002723201,0.00007422833,0.0000549321,0.00006656366,0.000001274928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008099641,"about_ca_system_score_gemma":0.0004763474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003148968,"about_ca_topic_score_gemma":0.0006948856,"domain_scores_codex":[0.9988861,0.00006560056,0.000297724,0.0003184843,0.000211965,0.0002201008],"domain_scores_gemma":[0.9988462,0.0005835444,0.00012887,0.0002232955,0.0001196418,0.00009841243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0149915,0.0004544001,0.9729068,0.00007363381,0.004116798,0.0000111748,0.003242122,0.002250768,0.0006708362,0.00005590994,0.00005368267,0.001172368],"study_design_scores_gemma":[0.04205105,0.003300268,0.9338722,0.000029427,0.003509067,0.000001065888,0.0008077983,0.01384169,0.002086466,0.000001762626,0.0003846808,0.0001145468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962853,0.0002969373,0.0000535306,0.0004072428,0.0004133139,0.002286582,0.0000976684,0.00001922033,0.0001402731],"genre_scores_gemma":[0.9985512,0.0002019203,0.000458246,0.00004744895,0.00006833483,0.0004251234,0.00007051771,0.00001521676,0.0001619729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03903463,"threshold_uncertainty_score":0.4760319,"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."}}