{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006780028,0.0001928407,0.0003648991,0.00009474355,0.0001170279,0.0005839147,0.0002645423,0.00007121886,0.002255247],"category_scores_gemma":[0.00009249611,0.0001431125,0.0002917026,0.0007451911,0.00002428653,0.0004613092,0.0004891296,0.0001587423,0.0003287692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008223047,"about_ca_system_score_gemma":0.00004127235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003422237,"about_ca_topic_score_gemma":0.0002726561,"domain_scores_codex":[0.9982556,0.0001192551,0.0004158593,0.0004955368,0.0003402965,0.0003734774],"domain_scores_gemma":[0.9990603,0.00007426809,0.00006820885,0.0004747739,0.00006112598,0.0002613391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004767517,0.000281399,0.2214001,0.0003229457,0.002080497,0.0006312729,0.0004137905,0.001480288,0.00001103312,0.001178757,0.6284157,0.1433075],"study_design_scores_gemma":[0.0006662472,0.00009801762,0.752421,0.00166012,0.001203576,0.000002355727,0.00006381056,0.01015354,0.00001203691,0.0002203081,0.2332508,0.0002482362],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9416854,0.003310774,0.0004236615,0.00245757,0.001402746,0.001601374,0.00001743519,0.0001702024,0.04893079],"genre_scores_gemma":[0.9785406,0.002199495,0.0006846047,0.000465442,0.001365754,0.0002060556,0.0002213528,0.00004355432,0.01627314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5310209,"threshold_uncertainty_score":0.9986568,"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."}}