{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00115963,0.0002521254,0.0004309024,0.001248561,0.0006180082,0.0009546817,0.0005198568,0.0005361335,0.001169414],"category_scores_gemma":[0.004271316,0.0002731625,0.0005168065,0.001658468,0.0003342187,0.0007000827,0.0007722022,0.0008266774,0.0001263686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005960822,"about_ca_system_score_gemma":0.0005400744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01730896,"about_ca_topic_score_gemma":0.02034662,"domain_scores_codex":[0.9991331,0.0001862586,0.0001602295,0.0001817968,0.0001930955,0.0001456312],"domain_scores_gemma":[0.9954754,0.0005737973,0.002608473,0.0002078093,0.0004864811,0.0006480797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002059722,0.00001005485,0.9996856,0.000003813774,0.00001326329,0.000006847506,0.00002273593,0.000006142292,0.00001763636,0.000002121335,0.00002350857,0.000187702],"study_design_scores_gemma":[0.000002640598,0.00002234852,0.99976,0.000003239379,0.000007984424,0.00004838263,0.00006745289,0.00002916987,0.00001088599,0.000004979021,0.00004122703,0.00000180005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985708,0.0002502614,0.00005163391,0.00003773815,0.000004457282,0.00001176686,0.0007890602,0.000002879828,0.0002815498],"genre_scores_gemma":[0.9988757,0.0001172723,0.00009422009,0.00003800296,0.00001064315,0.00001563087,0.000776617,0.000001303422,0.00007077079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01730896,"threshold_uncertainty_score":0.03441638,"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."}}