{"id":"W4412764204","doi":"10.1177/20543581251356568","title":"Frequency, Management, and Outcomes of Outpatient Hyperkalemia: A Population-Based Cohort Study","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Potassium and Related Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Toronto; Brampton Civic Hospital; London Health Sciences Centre; Sinai Health System; Sunnybrook Health Science Centre; Western University","funders":"","keywords":"Medicine; Hyperkalemia; Cohort; Population; Emergency medicine; Cohort study; Intensive care medicine; Kidney disease; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001211044,0.0004971211,0.0005305965,0.001113235,0.001092329,0.001237471,0.001039797,0.0006840241,0.001257581],"category_scores_gemma":[0.003302014,0.0005899683,0.0008502144,0.002805477,0.000520819,0.0007580699,0.000915759,0.00091023,0.0002679374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003737124,"about_ca_system_score_gemma":0.003781146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3664274,"about_ca_topic_score_gemma":0.4185534,"domain_scores_codex":[0.9986228,0.0001851129,0.0001328647,0.000398819,0.0003065888,0.0003538723],"domain_scores_gemma":[0.9972921,0.0001988209,0.001122552,0.0003162907,0.000578044,0.00049221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000463965,0.00002001519,0.9994854,0.000003526232,0.00004021333,0.0000267377,0.00006653829,0.00001175717,0.00002843837,0.000006597917,0.0001284746,0.0001359324],"study_design_scores_gemma":[0.000019268,0.0000538887,0.9992713,0.00000646307,0.00003340082,0.00007994893,0.0002322072,0.0001176107,0.00001076462,0.000009517645,0.0001603487,0.00000520558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970478,0.00009519958,0.00007419824,0.00006038732,0.000005885059,0.00004516418,0.002300846,0.000004243771,0.0003661639],"genre_scores_gemma":[0.9977755,0.00009157383,0.0001063313,0.00005877187,0.000009471315,0.00004318606,0.001790825,0.00000335405,0.0001209297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3664274,"threshold_uncertainty_score":0.7285892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007347517197176619,"score_gpt":0.2722683026703762,"score_spread":0.2649207854731996,"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."}}