{"id":"W2791880936","doi":"10.5489/cuaj.4857","title":"Spotlight — Management of pyelovesical bypass device stones","year":2018,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Ureteroscopy; Surgery; Ureter; Lithotripsy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002454,0.00008109862,0.0001711782,0.00009387971,0.0001790932,0.00002765519,0.0001173768,0.0001185589,0.0006867729],"category_scores_gemma":[0.00008674976,0.00006353814,0.00009136547,0.0002099216,0.00004632729,0.00004656496,0.0000155271,0.0002366469,0.0001141332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000310762,"about_ca_system_score_gemma":0.0001537786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001551798,"about_ca_topic_score_gemma":0.0001306268,"domain_scores_codex":[0.9990252,0.00004226389,0.0002675072,0.0001277242,0.0002518457,0.0002854372],"domain_scores_gemma":[0.9988998,0.00003486877,0.0001686161,0.0001047592,0.0003516998,0.000440278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002555978,0.0003365448,0.8366844,0.00005862538,0.001077494,0.0002260847,0.0003645642,0.00001235775,0.00125416,0.0332839,0.1073678,0.01907848],"study_design_scores_gemma":[0.0004482796,0.000282057,0.8585302,0.00001948332,0.0001053326,0.0001894872,0.00004670487,0.000102983,0.00006519796,0.001780856,0.1383547,0.00007471906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9116839,0.0002075472,0.0003586751,0.06047147,0.0002546506,0.000206238,0.00001582977,0.00002854573,0.02677321],"genre_scores_gemma":[0.9931581,0.00003314514,0.0009993453,0.004084556,0.0004393686,0.000004150642,0.000006045014,0.000007171104,0.001268112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08147427,"threshold_uncertainty_score":0.7519681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01615872305673704,"score_gpt":0.2557246705515003,"score_spread":0.2395659474947632,"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."}}