{"id":"W4310773155","doi":"10.1148/rg.220126","title":"Autosomal Dominant Polycystic Kidney Disease: Role of Imaging in Diagnosis and Management","year":2022,"lang":"en","type":"article","venue":"Radiographics","topic":"Genetic and Kidney Cyst Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; University Health Network; University of Toronto; Toronto General Hospital; North York General Hospital","funders":"","keywords":"Medicine; Autosomal dominant polycystic kidney disease; Cyst; Renal function; Tolvaptan; Radiology; Nephrology; Disease; PKD1; Kidney; Internal medicine; Heart failure","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":[0.0001049547,0.0001129132,0.0001125784,0.0001833785,0.00008498258,0.00000900435,0.0001449334,0.00001920402,0.00001974553],"category_scores_gemma":[0.00002897266,0.0001226145,0.00008922751,0.0002388879,0.00009552186,0.000002075181,0.0002253033,0.00005143397,2.113883e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007845259,"about_ca_system_score_gemma":0.00005500718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002743314,"about_ca_topic_score_gemma":0.000002978001,"domain_scores_codex":[0.9991395,0.00006433929,0.0001679093,0.0002747427,0.0001571902,0.0001963385],"domain_scores_gemma":[0.9994757,0.000008537855,0.00005225862,0.0002390347,0.00001213085,0.0002123065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003063364,0.0003446511,0.9625703,0.0001375754,0.00007548363,0.00005826223,0.0000675451,0.0001247115,0.02992049,0.0004955583,0.002812185,0.003086884],"study_design_scores_gemma":[0.001978174,0.0002030541,0.8958317,0.00006321107,0.0002039604,0.00002330468,0.0006744968,0.0007881121,0.008144731,0.001228671,0.09042471,0.0004358769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796935,0.01895326,0.00008225806,0.0003322276,0.00009822383,0.0002903714,0.0002148211,0.000007693787,0.0003276488],"genre_scores_gemma":[0.996166,0.002925051,0.0002099823,0.0003130572,0.00002656242,0.0001945631,0.0001089897,0.00001570303,0.000040087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08761252,"threshold_uncertainty_score":0.5000075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003550203782257285,"score_gpt":0.2103706244911314,"score_spread":0.2068204207088741,"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."}}