{"id":"W4252373923","doi":"10.1097/ju.0000000000000529","title":"This Month in Adult Urology","year":2019,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cystoscopy; Race (biology); Lidocaine; Prostate cancer; Socioeconomic status; Prostatectomy; Anxiety; Urology; Cancer; Surgery; Internal medicine; Psychiatry; Urinary system; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002314984,0.00005096007,0.0001809903,0.00008214603,0.00001616654,0.00000173543,0.0001471375,0.0000626656,0.0005166972],"category_scores_gemma":[0.00007087894,0.00002914523,0.00004879708,0.00008016096,0.0000433772,0.00002648948,0.00002361302,0.0003709657,0.0001377199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001189747,"about_ca_system_score_gemma":0.00005277624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002362171,"about_ca_topic_score_gemma":0.00001596138,"domain_scores_codex":[0.9994348,0.00007619405,0.0002340008,0.00005045214,0.00007727213,0.0001272657],"domain_scores_gemma":[0.9994388,0.0001143078,0.0001345493,0.0001662146,0.0001070993,0.00003900698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02546742,0.002131147,0.606267,0.0001784999,0.001042218,0.0005066977,0.01144727,0.003551575,0.1384054,0.04909613,0.1400587,0.02184798],"study_design_scores_gemma":[0.01137213,0.01746838,0.7591943,0.00004381542,0.0007653228,0.02388608,0.00030347,0.008368395,0.0004558453,0.01743993,0.1603876,0.0003147263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9476706,0.0007536129,0.00006605341,0.04326561,0.0001422652,0.0001016792,4.114031e-7,0.000004096466,0.007995715],"genre_scores_gemma":[0.9902605,0.0001528371,0.00006065059,0.008729408,0.0001032595,9.428732e-7,4.041065e-7,0.000005816203,0.0006861501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1529273,"threshold_uncertainty_score":0.5657471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01069087164402035,"score_gpt":0.2585253506210108,"score_spread":0.2478344789769905,"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."}}