{"id":"W4399128554","doi":"10.1001/jamanetworkopen.2024.13754","title":"Emergency Department Use Among Adults Receiving Dialysis","year":2024,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Dialysis; Emergency department; Kidney disease; Population; Peritoneal dialysis; Hemodialysis; Cohort; Emergency medicine; Hyperkalemia; Cohort study; Intensive care medicine; 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":[0.0002564953,0.0001612423,0.0001826498,0.0005211828,0.0003200397,0.0004112637,0.0002965375,0.0002639055,0.001376833],"category_scores_gemma":[0.001487833,0.0001493938,0.000295725,0.0008383648,0.0001575767,0.0003528895,0.0004099204,0.0004306299,0.0001336408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004033985,"about_ca_system_score_gemma":0.0005730742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02839406,"about_ca_topic_score_gemma":0.04427719,"domain_scores_codex":[0.9996881,0.00004649801,0.00004322059,0.00005406435,0.0001064911,0.00006146149],"domain_scores_gemma":[0.999311,0.00006478264,0.0003862632,0.00002907808,0.00008436149,0.0001245793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009785962,0.00001499907,0.9988587,0.00000747134,0.000011675,0.00002538128,0.00004615053,0.00001421187,0.00002896447,0.000007707432,0.0001669585,0.0008080086],"study_design_scores_gemma":[0.000002656328,0.00002077999,0.9994746,0.000009744486,0.000007280701,0.0001036675,0.00008513899,0.00006962758,0.00001345922,0.000008896222,0.0002029182,0.000001312305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963737,0.0003962707,0.00008177729,0.000181971,0.00001407057,0.0000299627,0.002064573,0.000006162666,0.0008516471],"genre_scores_gemma":[0.9984232,0.0002026002,0.00008686072,0.00008708666,0.0000179922,0.00001506893,0.001001788,7.004867e-7,0.0001647756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02839406,"threshold_uncertainty_score":0.05645758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989488733458658,"score_gpt":0.2835340112833732,"score_spread":0.2636391239487866,"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."}}