{"id":"W3167292191","doi":"10.1093/ndt/gfab087.0013","title":"MO493PATTERNS OF HYPERKALEMIA AND ASSOCIATED ADVERSE HEALTH OUTCOMES IN PERSONS WITH CHRONIC KIDNEY DISEASE","year":2021,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Potassium and Related Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Hyperkalemia; Medicine; Kidney disease; Internal medicine; Observational study; Creatinine; Renal function; Logistic regression; Potassium; Proportional hazards model; Cardiology; Intensive care 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":[],"consensus_categories":[],"category_scores_codex":[0.0001010583,0.0001226928,0.0004137068,0.0001685339,0.00004285067,0.000002485866,0.0000265626,0.0001179364,0.0001146642],"category_scores_gemma":[0.00003368845,0.0001003922,0.00007793986,0.0002652701,0.00009981523,0.00005684586,0.000003907694,0.0001678106,0.000001826486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007423485,"about_ca_system_score_gemma":0.0005758945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003008624,"about_ca_topic_score_gemma":0.002402026,"domain_scores_codex":[0.9990079,0.0001356677,0.000258929,0.0002410508,0.0001434999,0.0002129616],"domain_scores_gemma":[0.9994675,0.00006928751,0.0001023692,0.0001246922,0.00004040005,0.0001957581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005571119,0.0003288681,0.993054,0.0003012586,0.0004220636,0.0002251786,0.001800157,0.0002224246,0.002439228,0.00002297579,0.00005873297,0.0005679483],"study_design_scores_gemma":[0.007129802,0.0002215059,0.9905557,0.0001440077,0.0009640901,0.00002622107,0.000158967,0.000487533,0.0001302088,0.0000148665,0.00007394134,0.00009314802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923246,0.0005626257,0.0001881989,0.006388195,0.00003158148,0.0001909542,0.0001481381,0.00002549012,0.0001402034],"genre_scores_gemma":[0.994571,0.001918012,0.00007433339,0.002330504,0.00001033392,0.00001773071,0.0009414706,0.0000122923,0.0001243421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00657269,"threshold_uncertainty_score":0.4093874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007567951988068672,"score_gpt":0.2503885172950343,"score_spread":0.2428205653069656,"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."}}