{"id":"W2763677231","doi":"10.1016/j.urology.2017.09.020","title":"A Survey Regarding Preference in the Management of Bilateral Stone Disease and a Comparison of Clavien Complication Rates in Bilateral vs Unilateral Percutaneous Nephrolithotomy","year":2017,"lang":"en","type":"article","venue":"Urology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Percutaneous nephrolithotomy; Surgery; Perioperative; Complication; Percutaneous; Ureteroscopy; Nephrostomy; Ureter","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":[0.001317766,0.00009257161,0.0003929102,0.0008132163,0.0003249928,0.0004539331,0.0001713142,0.0003555362,0.002456275],"category_scores_gemma":[0.005563503,0.0001032401,0.0007067288,0.001727713,0.0002024436,0.0005027537,0.0003663314,0.0003843687,0.000193738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004076063,"about_ca_system_score_gemma":0.0005188702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002601161,"about_ca_topic_score_gemma":0.003861683,"domain_scores_codex":[0.9987652,0.0003668238,0.0002620016,0.0001184869,0.0003005116,0.0001869257],"domain_scores_gemma":[0.9956786,0.001297312,0.002076836,0.00007802926,0.0003628713,0.0005064913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002560188,0.00005267028,0.9915372,0.00007386447,0.00008816398,0.0001075329,0.000252712,0.00004581566,0.0002150556,0.00004610328,0.0002433364,0.007081561],"study_design_scores_gemma":[0.00001595921,0.000244662,0.9964594,0.00006062199,0.00006146763,0.0008811708,0.001122795,0.0001636898,0.00008775316,0.00004468327,0.0008477172,0.00001010108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975947,0.001011665,0.000144219,0.0002016076,0.00001475879,0.000008881047,0.0002138826,0.000001711259,0.0008086493],"genre_scores_gemma":[0.9989182,0.000547653,0.0001118763,0.000135501,0.00001388654,0.000006362332,0.0001371315,0.000002500828,0.0001269564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002601161,"threshold_uncertainty_score":0.008217096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06521670410016524,"score_gpt":0.3552602560683112,"score_spread":0.290043551968146,"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."}}