{"id":"W2004440323","doi":"10.1155/2008/367320","title":"Diagnostic Approach to Reflux in 2007","year":2008,"lang":"en","type":"article","venue":"Advances in Urology","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Vesicoureteric reflux; Cystography; Medicine; Vesicoureteral reflux; Reflux; Urinary system; Intensive care medicine; Modalities; Pediatrics; Pathology; Internal medicine; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.000186287,0.0001383247,0.0003878913,0.0003140648,0.00004918423,4.227772e-7,0.0001082751,0.0002003565,0.00003511685],"category_scores_gemma":[0.00101742,0.000125694,0.00003057388,0.000387474,0.0003251741,0.00007311086,0.00007442334,0.0004048462,0.0001225728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003071685,"about_ca_system_score_gemma":0.0000446445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001373,"about_ca_topic_score_gemma":0.0001013165,"domain_scores_codex":[0.998737,0.00008915428,0.000268696,0.0003781063,0.00007739577,0.0004496654],"domain_scores_gemma":[0.9989288,0.0007251563,0.00003816359,0.0002103717,0.00002379159,0.00007365742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006362565,0.000411409,0.991477,0.00000965471,0.00002912049,0.0009719463,0.0005000978,0.0005404559,0.00002002665,0.0005190306,0.003287154,0.00159782],"study_design_scores_gemma":[0.001729723,0.0006765396,0.9014316,0.000001576215,0.00003607909,0.0006612229,0.00003519079,0.00005388853,0.000009976621,0.0008731324,0.09436783,0.0001232497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.917248,0.02818492,0.0003671838,0.002576803,0.0004090485,0.0003669733,0.000001953047,0.0000466981,0.05079844],"genre_scores_gemma":[0.9784973,0.009161139,0.001245512,0.01050429,0.0002206745,0.0001533214,0.00000660785,0.00001102302,0.000200173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09108067,"threshold_uncertainty_score":0.5125651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648395439569618,"score_gpt":0.2925325291648885,"score_spread":0.2760485747691924,"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."}}