{"id":"W3094982779","doi":"10.1093/ckj/sfaa155","title":"Beta-2 microglobulin and all-cause mortality in the era of high-flux hemodialysis: results from the Dialysis Outcomes and Practice Patterns Study","year":2020,"lang":"en","type":"article","venue":"Clinical Kidney Journal","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Beta-2 microglobulin; Dialysis; Hemodialysis; BETA (programming language); Medicine; Flux (metallurgy); Intensive care medicine; Internal medicine; Computer science; Chemistry","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":[0.001984956,0.0002989963,0.0004233983,0.001027693,0.0002766494,0.0007090191,0.0006083118,0.0006843151,0.001100683],"category_scores_gemma":[0.004659973,0.0003359599,0.000940252,0.002945761,0.0002146938,0.0008069382,0.0008448698,0.0006772713,0.0002946873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004638183,"about_ca_system_score_gemma":0.0006496029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01207652,"about_ca_topic_score_gemma":0.01101116,"domain_scores_codex":[0.9989453,0.0004013566,0.0001662964,0.0002026673,0.0001803681,0.000104026],"domain_scores_gemma":[0.9945365,0.0006806479,0.003004374,0.0004008608,0.0006528103,0.0007247892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000434131,0.00002217094,0.9989381,0.00001160461,0.0001032906,0.00001126414,0.00005140611,0.00002277941,0.00001242215,0.000007719072,0.0001956283,0.0005801762],"study_design_scores_gemma":[0.00001459388,0.00003078267,0.999423,0.000009830666,0.00005474986,0.00004263525,0.0001085339,0.0001466984,0.000009443625,0.00001319318,0.0001439382,0.000002700215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956408,0.000706577,0.0001289502,0.000293293,0.00001183742,0.00002092496,0.002773329,0.000008169613,0.00041612],"genre_scores_gemma":[0.9970399,0.0003853755,0.0001423888,0.00007654913,0.00002831681,0.00003180099,0.002090005,0.00000461216,0.0002011321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01207652,"threshold_uncertainty_score":0.02401245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1082527351421733,"score_gpt":0.3950063410395037,"score_spread":0.2867536058973305,"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."}}