{"id":"W2940487229","doi":"10.5489/cuaj.5892","title":"How far are they coming from?","year":2019,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Referral; Pediatric urology; Outpatient clinic; General surgery; Hydronephrosis; Pediatrics; Tertiary care; Family medicine; Urinary system; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001477298,0.0000820407,0.0001803933,0.00006815181,0.0001662845,0.0001417291,0.0001026412,0.00015673,0.0006314511],"category_scores_gemma":[0.0003057669,0.00006318849,0.0001029896,0.0000698029,0.000007382992,0.00007677785,0.000009669999,0.000472437,0.0001745808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004669634,"about_ca_system_score_gemma":0.000174063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007775946,"about_ca_topic_score_gemma":0.0009093521,"domain_scores_codex":[0.9991975,0.00004942269,0.0001396931,0.0001348421,0.0001976602,0.0002808892],"domain_scores_gemma":[0.9989988,0.0000771649,0.000185015,0.0001058852,0.0001740803,0.0004590519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001395302,0.00001653207,0.9871762,0.000001786777,0.00007320943,0.00001796531,0.00006484672,0.0000150394,0.0004351838,0.0004350248,0.01079616,0.0009540871],"study_design_scores_gemma":[0.0004696487,0.00009349154,0.8356036,0.00001071639,0.00003737157,0.00007116879,0.0001149954,0.0003360865,0.000007182479,0.002955595,0.1602185,0.00008166546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8637086,0.0002064955,0.00007228389,0.1326526,0.0002078064,0.0001316154,0.00003299161,0.0000220052,0.002965519],"genre_scores_gemma":[0.9848672,0.00002136245,0.0001749916,0.01230193,0.0003878311,0.000003246425,0.00001950394,0.000007731408,0.002216198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1515726,"threshold_uncertainty_score":0.6913946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0149569256866023,"score_gpt":0.2146019394771817,"score_spread":0.1996450137905794,"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."}}