{"id":"W1973812608","doi":"10.1148/radiol.2381041433","title":"Radiation Exposure Reduction during Voiding Cystourethrography in a Pediatric Porcine Model of Vesicoureteral Reflux","year":2006,"lang":"en","type":"article","venue":"Radiology","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre","funders":"Radiological Society of North America","keywords":"Medicine; Fluoroscopy; Vesicoureteral reflux; Cystourethrography; Radiation exposure; Nuclear medicine; Radiology; Reflux; Dose area product; Internal medicine","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":[0.0002714193,0.0001541115,0.0004598428,0.0006113243,0.00007157854,0.000001136715,0.00005821958,0.0003323887,0.000008146452],"category_scores_gemma":[0.00005499061,0.0001463511,0.0001008831,0.0004052479,0.0001496847,0.00006773209,0.00002218687,0.0003267486,0.000002266238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005176518,"about_ca_system_score_gemma":0.00005861207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003547861,"about_ca_topic_score_gemma":0.00001172062,"domain_scores_codex":[0.9987418,0.0001099433,0.0004399937,0.0002998834,0.00008813383,0.0003202687],"domain_scores_gemma":[0.9994909,0.00005913439,0.0001888406,0.0001739918,0.00005060936,0.00003648919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007797306,0.000142956,0.9482726,0.00005941337,0.00008362384,0.00005170486,0.0003038992,0.002225744,0.04647776,0.0003462428,0.001107104,0.0001491795],"study_design_scores_gemma":[0.002910625,0.0005043788,0.9925609,0.000003800541,0.0002678182,0.0004847065,0.00002545936,0.0008125962,0.001127067,0.00116459,0.00001841619,0.0001196508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991957,0.006360575,0.0001345875,0.000715618,0.000216328,0.0002001381,0.000004304472,0.00005159738,0.0003598217],"genre_scores_gemma":[0.9970117,0.00123701,0.0005374412,0.00007485973,0.0009798896,0.00002681715,0.00003195265,0.00001397347,0.0000864117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0453507,"threshold_uncertainty_score":0.5968026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00952491424083877,"score_gpt":0.2357668115394136,"score_spread":0.2262418972985749,"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."}}