{"id":"W3000867096","doi":"10.34067/kid.0000072019","title":"Prevalence and Persistence of Uremic Symptoms in Incident Dialysis Patients","year":2020,"lang":"en","type":"article","venue":"Kidney360","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Office of Extramural Research, National Institutes of Health; National Institute of Nursing Research; Abbott Laboratories; National Institute of General Medical Sciences; Government of Canada; Canadian Institutes of Health Research","keywords":"Persistence (discontinuity); Dialysis; Medicine; Uremic toxins; Intensive care medicine; Uremia; Internal medicine; Hemodialysis; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007820316,0.00008170302,0.0002230149,0.00007543047,0.00001272305,0.000007196807,0.00006886801,0.00002676071,0.00007936083],"category_scores_gemma":[0.0002676648,0.00006523917,0.00008032588,0.0002366893,0.00005092064,0.00004282202,0.00008182276,0.00005622837,0.00001119282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002626986,"about_ca_system_score_gemma":0.00002973803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001953549,"about_ca_topic_score_gemma":0.000001650022,"domain_scores_codex":[0.9991605,0.00002804027,0.000219401,0.000212604,0.0002702079,0.0001092185],"domain_scores_gemma":[0.9995165,0.00001565412,0.00006967792,0.0001311276,0.00003644665,0.000230572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008892365,0.0001873367,0.9925529,0.0005894962,0.00008208699,0.00001129067,0.001037551,0.000009610657,0.0007729695,0.00002339152,0.0007434803,0.003900953],"study_design_scores_gemma":[0.001188662,0.0001944484,0.9962153,0.0002232343,0.0003671681,3.003101e-7,0.00008423545,0.0005822958,0.000328467,0.00001528289,0.0007200718,0.00008048724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964302,0.0004079531,0.00001481517,0.001119468,0.00002680142,0.000229917,0.000009806712,0.00001062776,0.001750442],"genre_scores_gemma":[0.9983672,0.0002141102,0.0000659483,0.001188562,0.00002619279,0.000008995956,0.00001283447,0.000006217867,0.0001098813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003820466,"threshold_uncertainty_score":0.2660376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278932184088098,"score_gpt":0.226707059110506,"score_spread":0.2139177372696251,"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."}}