{"id":"W4309656111","doi":"10.1177/20543581221137177","title":"Prescription Pattern of Cation Exchange Resins and Their Efficacy in Treating Chronic Hyperkalemia Among Patients With Chronic Kidney Diseases: Findings From a Population-Based Analysis in British Columbia, Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Potassium and Related Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Health Services Authority; University of British Columbia","funders":"","keywords":"Medicine; Hyperkalemia; Interquartile range; Medical prescription; Kidney disease; Dialysis; Internal medicine; Cohort; Population; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001241868,0.000100859,0.0003621209,0.0004056966,0.000203579,0.00003235032,0.0000570997,0.00003600537,0.0001316157],"category_scores_gemma":[0.001154509,0.0001187365,0.00005093037,0.0005299827,0.00005074848,0.0000974614,0.000008274124,0.0002435748,2.206339e-8],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001911094,"about_ca_system_score_gemma":0.05387513,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9885089,"about_ca_topic_score_gemma":0.9958865,"domain_scores_codex":[0.9986682,0.0001404956,0.0004785116,0.00019823,0.0002204112,0.0002941717],"domain_scores_gemma":[0.9916857,0.00004258008,0.0002966489,0.0001151176,0.00006256665,0.007797329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001080592,0.00009023737,0.99072,0.000323078,0.00006110725,0.00006932348,0.0004340954,0.0003805858,6.506727e-7,7.235685e-8,0.003325375,0.004487454],"study_design_scores_gemma":[0.005519612,0.0002913879,0.9902942,0.0008723259,0.0002278615,0.000001869563,0.0003348092,0.002068942,1.013122e-7,0.000005168377,0.000279852,0.0001038715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891812,0.005754938,0.000008983741,0.002421336,0.00006292541,0.00041075,0.002154613,0.000002420729,0.000002835755],"genre_scores_gemma":[0.9949846,0.0001081027,0.000004819032,0.003089563,0.00002866185,0.00001584968,0.001740828,0.00001390251,0.00001371703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05196403,"threshold_uncertainty_score":0.9514886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003906424771432978,"score_gpt":0.1957218074743937,"score_spread":0.1918153827029608,"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."}}