{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006094963,0.0001852653,0.0002378354,0.0009121308,0.0002681201,0.0004500609,0.0002773561,0.0002532522,0.001143517],"category_scores_gemma":[0.002931984,0.0001455586,0.0003841811,0.0007436607,0.0001419902,0.000280459,0.00042849,0.0003864141,0.00009384241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003326944,"about_ca_system_score_gemma":0.0004512371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004211877,"about_ca_topic_score_gemma":0.006488715,"domain_scores_codex":[0.9993519,0.00018188,0.0001198237,0.00009862725,0.0001568074,0.00009091759],"domain_scores_gemma":[0.9965876,0.000419245,0.002419129,0.00009525951,0.0001976812,0.000281029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001478699,0.00001236125,0.9990395,0.000008096281,0.00001944397,0.00004498979,0.00002312641,0.00003629751,0.00002846265,0.000007558262,0.00009348177,0.0006720118],"study_design_scores_gemma":[0.00000345351,0.00004266947,0.9990746,0.00001573139,0.00001106998,0.0003972942,0.00008112686,0.0002181755,0.00003660641,0.00002000709,0.00009685643,0.000002522068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987221,0.0002969391,0.00007195026,0.00007040725,0.000006552236,0.000008772788,0.0005764324,0.00000605635,0.0002407008],"genre_scores_gemma":[0.9993445,0.0001200542,0.00006079763,0.00002027414,0.000008306678,0.000006218562,0.0004129189,7.810717e-7,0.00002609022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004211877,"threshold_uncertainty_score":0.008374691,"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."}}