{"id":"W2915893311","doi":"10.1002/nau.23939","title":"International Continence Society consensus on the diagnosis and treatment of nocturia","year":2019,"lang":"en","type":"article","venue":"Neurourology and Urodynamics","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sheffield Teaching Hospitals NHS Foundation Trust; Universiteit Gent; Universitair Ziekenhuis Gent; Universitair Medisch Centrum Utrecht; Universiteit Maastricht; Ain Shams University; Maastricht Universitair Medisch Centrum; Rijksuniversiteit Groningen; University of Bristol; School of Medicine, Emory University; State University of New York; Emory University; University of Alberta; SUNY Downstate Medical Center; Vanderbilt University Medical Center; Vanderbilt University","keywords":"Medicine; Nocturia; Desmopressin; Urinary incontinence; Lower urinary tract symptoms; Intensive care medicine; Internal medicine; Urology; Gynecology; Urinary system; Prostate","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007216581,0.00007054227,0.000125904,0.00002164308,0.00003521364,0.000005219667,0.00003384163,0.00004917034,0.00006545762],"category_scores_gemma":[0.00003188698,0.00004279726,0.00003679488,0.00002943593,0.0001685904,0.000008646889,0.00003008717,0.0001079941,0.000004285265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006375892,"about_ca_system_score_gemma":0.00001814388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001056338,"about_ca_topic_score_gemma":0.000002991875,"domain_scores_codex":[0.9995349,0.00004690063,0.00008596672,0.000153378,0.00007778382,0.0001010648],"domain_scores_gemma":[0.9992787,0.0005024236,0.00002972902,0.000120153,0.00003373472,0.00003522587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001116613,0.0003056724,0.9816702,0.0000290273,0.0001711373,0.00005540992,0.0005542113,0.00001343768,0.001979498,0.002494599,0.000532054,0.01107814],"study_design_scores_gemma":[0.003467293,0.008237695,0.9273492,0.00001423436,0.00009148219,0.0003925918,0.0001314528,0.01494185,0.0005259987,0.0003371742,0.04440618,0.0001048352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767256,0.0001228264,0.000002025469,0.02040612,0.000106331,0.0002469998,0.00001748779,0.000006863562,0.002365723],"genre_scores_gemma":[0.9951639,0.003348997,0.00003992493,0.0009226028,0.00002671826,0.00001032513,0.000007027281,0.000005763791,0.0004747677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05432099,"threshold_uncertainty_score":0.1745222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651233755424041,"score_gpt":0.2962113418411742,"score_spread":0.2696990042869338,"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."}}