{"id":"W2502258235","doi":"10.15586/codon.pkd.2015.ch4","title":"Diagnosis and Treatment Modalities of Symptomatic Polycystic Kidney Disease","year":2015,"lang":"en","type":"book-chapter","venue":"Codon Publications eBooks","topic":"Genetic and Kidney Cyst Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Polycystic kidney disease; Nephrectomy; Tolvaptan; Autosomal dominant polycystic kidney disease; Disease; Surgery; Transplantation; Kidney; Radiology; Cyst; Vasopressin; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005703732,0.0003033481,0.0002839112,0.0001362108,0.00007201503,0.00003887382,0.0001876619,0.0001850764,0.0000893906],"category_scores_gemma":[0.0001852243,0.0002833132,0.000147179,0.00001220528,0.0002888158,0.000002601876,0.0001168383,0.00004329963,0.00001203515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003776536,"about_ca_system_score_gemma":0.0009767228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001437924,"about_ca_topic_score_gemma":0.000005916216,"domain_scores_codex":[0.998902,0.00002528891,0.0003240831,0.0004031625,0.0001758505,0.0001696804],"domain_scores_gemma":[0.9980634,0.00002287053,0.0002034825,0.0007576736,0.0002369471,0.0007155584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009577372,0.001207513,0.006421632,0.002246552,0.004179708,0.00001886047,0.0008178279,0.00002560732,0.009117297,0.3063613,0.60276,0.06588593],"study_design_scores_gemma":[0.0007816637,0.0003225137,0.001039694,0.0001836106,0.0006669165,0.000007215025,0.00002885822,0.0000216846,0.001440554,0.01167337,0.9833434,0.0004905574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01923197,0.02689263,0.0003112566,0.001931443,0.0003087161,0.002470792,0.007903333,0.0001362443,0.9408136],"genre_scores_gemma":[0.2291476,0.001067,0.0002153572,0.000266282,0.0001942445,0.000560869,0.002353195,0.00008232312,0.7661132],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3805833,"threshold_uncertainty_score":0.9999619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03492458877638104,"score_gpt":0.2602552109831565,"score_spread":0.2253306222067755,"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."}}