{"id":"W2167582066","doi":"10.1016/j.urology.2014.02.002","title":"Minimally Invasive vs Open Pyeloplasty in Children: The Differential Effect of Procedure Volume on Operative Outcomes","year":2014,"lang":"en","type":"article","venue":"Urology","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Pyeloplasty; Quartile; Perioperative; Logistic regression; Genitourinary system; Ureteropelvic junction; Surgery; Urinary system; Hydronephrosis; Confidence interval; Internal medicine","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":[0.0003905171,0.0002255238,0.0007551036,0.0001224953,0.0001056251,0.000004832919,0.0003325479,0.0002672257,0.0001100959],"category_scores_gemma":[0.001302688,0.0001245136,0.00008073505,0.0001237271,0.0004798253,0.00003522539,0.0002933959,0.0004789868,0.00005853439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001349487,"about_ca_system_score_gemma":0.00008730007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003053769,"about_ca_topic_score_gemma":0.0002227707,"domain_scores_codex":[0.9983724,0.0005644427,0.0002828198,0.0003638778,0.0001041004,0.0003123861],"domain_scores_gemma":[0.9982923,0.00120876,0.000125576,0.0002832762,0.00004403606,0.00004607106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004667747,0.0001754647,0.9909274,0.00001024167,0.0005244996,0.0000114768,0.0003801576,0.0000130077,0.0002660301,0.0001743657,0.002396789,0.0004528219],"study_design_scores_gemma":[0.005853932,0.009846696,0.9828902,0.000002780372,0.0003314047,0.00005952376,0.00001041752,0.00007449985,0.0004183487,0.00006277716,0.000356016,0.00009343442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98641,0.00008812342,0.000005341889,0.0108961,0.0001519521,0.0009884937,0.000008006882,0.0000174483,0.001434584],"genre_scores_gemma":[0.9927364,0.00003713211,0.00001046275,0.006590267,0.0001424278,0.0001414893,0.00001687725,0.00001341842,0.0003115233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009671231,"threshold_uncertainty_score":0.5077519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00617483373400521,"score_gpt":0.2658476312253508,"score_spread":0.2596727974913455,"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."}}