{"id":"W1982627981","doi":"10.1155/2012/435736","title":"Modifiable Risk Factors for Early Mortality on Hemodialysis","year":2012,"lang":"en","type":"article","venue":"International Journal of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Dialysis; Hemodialysis; Hazard ratio; Proportional hazards model; Malnutrition; Internal medicine; Central venous catheter; Risk factor; Body mass index; Intensive care medicine; Emergency medicine; Pediatrics; Surgery; Catheter; Confidence interval","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":[0.000531109,0.000148055,0.0002879249,0.000601038,0.0003172613,0.0003594204,0.0003552233,0.0002257928,0.001133402],"category_scores_gemma":[0.001703545,0.0001673885,0.0003924071,0.0009930165,0.0001560368,0.0001978779,0.0003695468,0.0005571499,0.00007974012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007673128,"about_ca_system_score_gemma":0.001348829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06211516,"about_ca_topic_score_gemma":0.1028748,"domain_scores_codex":[0.9995852,0.00006921678,0.00003884739,0.00006156891,0.0001279333,0.0001171493],"domain_scores_gemma":[0.9989171,0.0001943057,0.0004637081,0.00009202471,0.0001672345,0.0001657262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007156034,0.00001377807,0.9989649,0.000007111184,0.00002670411,0.00002391769,0.00001852278,0.00003717054,0.00004291891,0.00001191132,0.00009492046,0.0006864805],"study_design_scores_gemma":[0.000004362208,0.00001663143,0.9996597,0.000004474309,0.00001308619,0.00004548517,0.00001412463,0.00007304359,0.0000247101,0.000009779156,0.0001330671,0.000001463648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961795,0.0005172523,0.0001617332,0.00004520849,0.000008019221,0.00002569288,0.002305211,0.000006952207,0.0007503531],"genre_scores_gemma":[0.9974989,0.0001945657,0.0001380943,0.00001629668,0.00001338017,0.00001854065,0.001839808,0.000001688774,0.0002787254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06211516,"threshold_uncertainty_score":0.1235072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0343760173022303,"score_gpt":0.3239300305367915,"score_spread":0.2895540132345612,"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."}}