{"id":"W4386505484","doi":"10.1016/j.jpurol.2023.08.033","title":"Systematic review and meta-analysis to study the outcomes of proactive versus delayed management in children with a congenital neurogenic bladder","year":2023,"lang":"en","type":"review","venue":"Journal of Pediatric Urology","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; London Health Sciences Centre; Western University","funders":"Western University","keywords":"Medicine; Vesicoureteral reflux; Renal function; Spina bifida; Meta-analysis; Pediatrics; Incidence (geometry); Urinary system; Urology; Internal medicine; Reflux","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001849882,0.0005226058,0.008566772,0.001576708,0.00006211664,0.000005515123,0.0004146797,0.0002173789,0.00002358013],"category_scores_gemma":[0.0004345897,0.0002418905,0.001554878,0.002392245,0.0001229398,0.00003756449,0.0002559136,0.0008841935,0.00001010876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003590359,"about_ca_system_score_gemma":0.0001654186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009972166,"about_ca_topic_score_gemma":0.00005236446,"domain_scores_codex":[0.99537,0.001326901,0.002093547,0.0004325183,0.0004341177,0.0003429546],"domain_scores_gemma":[0.9955111,0.001483588,0.002148376,0.0005216754,0.0002158148,0.0001194778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0003038606,0.0003999447,0.0005310206,0.003501507,0.9945756,0.0003603166,0.0001135775,0.000001028033,6.286586e-10,0.000002753025,0.0001152906,0.00009505923],"study_design_scores_gemma":[0.001617981,0.003507149,0.008253192,0.000007995808,0.9857712,0.0005512292,0.00006501751,2.008142e-7,2.098156e-9,0.000002670551,0.00007398451,0.0001493417],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006675478,0.9871061,0.000005738079,0.0005630886,0.00006547737,0.005531891,0.00003103484,0.00000957807,0.00001162128],"genre_scores_gemma":[0.0007001827,0.9979911,0.00004510724,0.0005934458,0.00009216249,0.0004896628,0.000004531403,0.00003655797,0.0000471805],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01088508,"threshold_uncertainty_score":0.986401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0821217450166649,"score_gpt":0.3636767581857459,"score_spread":0.281555013169081,"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."}}