{"id":"W4239892929","doi":"10.1053/j.ajkd.2015.09.025","title":"Intensive Hemodialysis and Mortality Risk in Australian and New Zealand Populations","year":2015,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Cilag; Amgen Australia; Maurice and Phyllis Paykel Trust; Novartis Australia; Department of Health and Ageing, Australian Government; Ministry of Health, British Columbia; Kidney Health Australia; Australian Government","keywords":"Medicine; Renal replacement therapy; Hemodialysis; Intensive care; Dialysis; Peritoneal dialysis; Home hemodialysis; Transplantation; Risk factor; Cohort study; Emergency medicine; Internal medicine; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000534882,0.0002934184,0.0004349097,0.0009083967,0.0009253527,0.001289893,0.0005040548,0.0006925612,0.001811487],"category_scores_gemma":[0.002945097,0.0003768965,0.0006613003,0.00133252,0.0007769868,0.0008239723,0.000955482,0.001464162,0.0001600805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001427725,"about_ca_system_score_gemma":0.00109847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2200332,"about_ca_topic_score_gemma":0.2218746,"domain_scores_codex":[0.9995933,0.00008946547,0.00005189393,0.0000700207,0.000078516,0.0001168784],"domain_scores_gemma":[0.9987012,0.0001284703,0.0004879762,0.0000488496,0.0001459281,0.0004874501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002054135,0.0001252288,0.9949617,0.00002119527,0.00009683846,0.00024491,0.002104142,0.00003587328,0.0002058394,0.00009080506,0.0001668865,0.001741097],"study_design_scores_gemma":[0.000007777631,0.00006491588,0.9979029,0.00001170847,0.000022416,0.0001345486,0.001613977,0.00005970131,0.000009283446,0.00003502604,0.0001318183,0.000005959223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990373,0.0001755644,0.00001667835,0.0001413816,0.000005875352,0.000004944467,0.00007193413,7.47015e-7,0.0005456472],"genre_scores_gemma":[0.9994022,0.0001892685,0.00002459607,0.00006099977,0.00001031746,0.000005970625,0.00007598062,0.000001185605,0.0002294265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2200332,"threshold_uncertainty_score":0.4375049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03952745559117524,"score_gpt":0.3192290984108341,"score_spread":0.2797016428196589,"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."}}