{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001931077,0.00009449306,0.0003166933,0.0004314987,0.0001154285,0.00001014251,0.00004087049,0.00003781474,0.00002067038],"category_scores_gemma":[0.001963681,0.00007392725,0.00005451512,0.0001485637,0.00005178624,0.00003603104,0.000005097464,0.0001336771,2.95703e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100817,"about_ca_system_score_gemma":0.01305164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007458106,"about_ca_topic_score_gemma":0.0008883511,"domain_scores_codex":[0.9990992,0.00004981375,0.0004120614,0.0001127553,0.0001353393,0.0001908111],"domain_scores_gemma":[0.9888865,0.00002420881,0.0001616343,0.0001230898,0.00007840296,0.01072613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008076637,0.0001352952,0.9820551,0.0004892615,0.0001347532,0.00009889333,0.0001199832,0.000003361029,1.672965e-7,0.0001707721,0.01573496,0.0009767407],"study_design_scores_gemma":[0.002945128,0.0002686468,0.9941543,0.0003100464,0.0003256953,0.000003288695,0.0005006359,0.00002876883,1.237589e-7,0.0003367049,0.001072726,0.0000539417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562893,0.006036391,0.00003106591,0.03582909,0.0002399977,0.0007239035,0.0000684254,0.000004236029,0.0007776138],"genre_scores_gemma":[0.9737751,0.0001381856,0.0001053079,0.02576264,0.000009570468,0.000005022508,0.00002241997,0.000005806592,0.0001759019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01748586,"threshold_uncertainty_score":0.9991513,"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."}}