{"id":"W3118116181","doi":"10.1016/j.euf.2020.11.005","title":"A Multi-institutional Review of Single-access Percutaneous Nephrolithotomy for Complex Staghorn Stones","year":2020,"lang":"en","type":"review","venue":"European Urology Focus","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Percutaneous nephrolithotomy; Concomitant; Staghorn calculus; Gold standard (test); Percutaneous; Surgery; Radiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000357535,0.0008339638,0.003878795,0.000218856,0.0001460124,0.00002245158,0.000580918,0.0002191198,0.00025602],"category_scores_gemma":[0.0006230734,0.0005998547,0.001399077,0.0003459869,0.0003815747,0.00006258015,0.0003080803,0.0004637054,0.0002311923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001500222,"about_ca_system_score_gemma":0.000600132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000131197,"about_ca_topic_score_gemma":9.481421e-7,"domain_scores_codex":[0.9961368,0.0006700574,0.001416546,0.0009366795,0.0003116829,0.0005282404],"domain_scores_gemma":[0.9974825,0.0002601046,0.0008499044,0.0007281814,0.000259302,0.0004199605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002663203,0.0009390814,0.00004127272,0.1399402,0.001888491,0.003525276,0.0000487566,4.296961e-7,0.0000320555,0.000133572,0.004850899,0.8483337],"study_design_scores_gemma":[0.001273244,0.001138308,0.0001660439,0.01564254,0.006716102,0.01098377,0.000001915829,0.00001770153,7.163376e-7,0.000003929796,0.9636735,0.0003821738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005606101,0.9894645,0.0005976473,0.001020155,0.0003050748,0.003717689,0.00101188,0.0001384354,0.003738983],"genre_scores_gemma":[0.0000813952,0.9898657,0.004439647,0.003339653,0.0004356919,0.000123186,0.001181392,0.0001963296,0.0003369985],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9588227,"threshold_uncertainty_score":0.9996453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1405540798359987,"score_gpt":0.3831970252544528,"score_spread":0.2426429454184541,"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."}}