{"id":"W2963576317","doi":"10.1089/vid.2019.0001","title":"Robot-Assisted Tapered Distal End-to-Side Ureteroureterostomy for Duplex Kidney with Ureterovesical Junction Obstruction","year":2019,"lang":"en","type":"article","venue":"Videourology","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Duplex (building); Medicine; Surgery; Anatomy; Chemistry","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":[0.0002142229,0.0003484386,0.0006923796,0.0002654711,0.0001807918,0.00001221839,0.0001303114,0.0004924049,0.0001805463],"category_scores_gemma":[0.000336929,0.0002760309,0.0001711357,0.000240771,0.0002800954,0.0001026182,0.00008121914,0.0004406339,0.0001670754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007010048,"about_ca_system_score_gemma":0.0001435373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002593529,"about_ca_topic_score_gemma":0.00004403605,"domain_scores_codex":[0.9978598,0.0001283455,0.0003823095,0.0007646675,0.0001962714,0.0006685487],"domain_scores_gemma":[0.9985848,0.000309766,0.0001677215,0.0004409306,0.0001647736,0.0003319976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.06411474,0.0004487688,0.4144769,0.0002254129,0.003218672,0.0002132674,0.0009263654,0.0001682218,0.4585451,0.00060303,0.04275796,0.01430154],"study_design_scores_gemma":[0.009874752,0.01105295,0.9084098,0.00001071099,0.001127649,0.001663315,0.00004830062,0.000381178,0.002498876,0.0001557418,0.06434581,0.0004308767],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741274,0.00009322268,0.005130803,0.01710252,0.001769825,0.0011926,0.00004704188,0.0001832647,0.0003533244],"genre_scores_gemma":[0.9799637,0.00001244436,0.002419353,0.01495772,0.0006086678,0.0002314243,0.0002042369,0.00005114618,0.001551271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.493933,"threshold_uncertainty_score":0.9999692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01090801950704743,"score_gpt":0.2459342729438502,"score_spread":0.2350262534368028,"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."}}