{"id":"W2074502181","doi":"10.1046/j.1492-7535.2003.00045.x","title":"Management of the Surgical Patient with End‐Stage Renal Disease","year":2003,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Dialysis; Peritoneal dialysis; Intensive care medicine; End stage renal disease; Internal jugular vein; Surgery; Nephrology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001962249,0.0002612127,0.000287588,0.0003780089,0.001064494,0.0004522557,0.0002733964,0.000656773,0.004221758],"category_scores_gemma":[0.0009794245,0.00006564173,0.0001613245,0.0002098723,0.000265558,0.0003494454,0.0006615893,0.000700801,0.0007861325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001860634,"about_ca_system_score_gemma":0.0005148405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002502147,"about_ca_topic_score_gemma":0.0006984356,"domain_scores_codex":[0.9998904,0.00003073439,0.0000108036,0.00001050778,0.00002977942,0.00002764676],"domain_scores_gemma":[0.9997874,0.00002985461,0.00003418773,0.000004377252,0.00001635139,0.0001278485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005284797,0.0007097816,0.2511588,0.001263318,0.0001038933,0.2772176,0.002651149,0.001928916,0.01234193,0.004888701,0.0890823,0.3581252],"study_design_scores_gemma":[0.0001502101,0.002522465,0.2231672,0.001145574,0.0000758223,0.5877367,0.0072669,0.002397878,0.002453764,0.01135453,0.1616327,0.0000962147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7325941,0.03922138,0.01457574,0.05918207,0.002528802,0.0006763124,0.0004534849,0.0003908315,0.1503773],"genre_scores_gemma":[0.9475704,0.02415841,0.007787798,0.006681196,0.003337711,0.000247086,0.0003249456,0.00002684316,0.009865644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004221758,"threshold_uncertainty_score":0.0141232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009389254213034928,"score_gpt":0.2421866386268297,"score_spread":0.2327973844137948,"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."}}