{"id":"W2766495040","doi":"10.1016/j.ekir.2017.10.014","title":"Potentially Avoidable Readmissions in United States Hemodialysis Patients","year":2017,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Northwell Health; American Society of Nephrology","keywords":"Medicine; Hemodialysis; Intensive care medicine; Medical emergency; Emergency medicine; MEDLINE; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002704177,0.0001209016,0.0002091856,0.0003835323,0.0001485254,0.0001462275,0.00016602,0.00004722758,0.0009018366],"category_scores_gemma":[0.002520338,0.00009771391,0.0001533447,0.0001009747,0.00004435216,0.0001529976,0.0001702494,0.00009701608,0.00003550957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228657,"about_ca_system_score_gemma":0.0001432443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007358977,"about_ca_topic_score_gemma":0.00002756358,"domain_scores_codex":[0.998445,0.00002188288,0.0004443048,0.0003050651,0.0006114669,0.0001722793],"domain_scores_gemma":[0.9983613,0.00001503149,0.000360679,0.0005535631,0.0003169931,0.0003924346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002108999,0.001842654,0.8832824,0.00006713019,0.0007181239,0.003022637,0.0001903749,0.0003819974,0.0004242494,0.0003676545,0.1017984,0.007693484],"study_design_scores_gemma":[0.001324498,0.00004341699,0.6459572,0.000341876,0.0002011315,0.00001590091,0.00003624065,0.001794542,0.0003584067,0.001009847,0.3487574,0.0001594966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8480441,0.00001355322,0.0002246197,0.01670481,0.001403784,0.0004586142,0.00006240353,0.00005161358,0.1330365],"genre_scores_gemma":[0.9791232,0.0000699656,0.0004215853,0.001822588,0.0001122717,0.00002786986,0.002070896,0.00001534278,0.01633627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.246959,"threshold_uncertainty_score":0.9874479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253963332655322,"score_gpt":0.2837397477772898,"score_spread":0.2712001144507366,"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."}}