{"id":"W2184621642","doi":"10.1177/089686080802800606","title":"Vascular Access Planning in Peritoneal Dialysis Patients","year":2008,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Peritoneal dialysis; Vascular access; Hemodialysis; Intensive care medicine; Arteriovenous fistula; Dialysis; Renal replacement therapy; End stage renal disease; Surgery","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":[0.0004008796,0.0000786626,0.0001543537,0.0003440957,0.0002619347,0.000462724,0.0001829581,0.000384942,0.002875355],"category_scores_gemma":[0.004349137,0.00007788633,0.0001583038,0.000391999,0.000154828,0.0004887389,0.0002284328,0.0004013875,0.0002816514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002435505,"about_ca_system_score_gemma":0.0009368043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109802,"about_ca_topic_score_gemma":0.001746812,"domain_scores_codex":[0.999749,0.0001451605,0.00002902279,0.00001448443,0.00003573264,0.00002649439],"domain_scores_gemma":[0.9991419,0.0005155818,0.0001513732,0.0000118222,0.00006945144,0.0001098092],"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":[0.0002901133,0.000421526,0.2413561,0.001937474,0.00006475219,0.01321372,0.005222348,0.002786676,0.0009907393,0.006035986,0.02133721,0.7063432],"study_design_scores_gemma":[0.0002773147,0.003354478,0.445902,0.007139056,0.0003507759,0.1693274,0.03591078,0.009356235,0.005037988,0.03827374,0.2848652,0.0002050063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7907552,0.1089113,0.01686512,0.01889857,0.0003192397,0.0002742448,0.0003819094,0.00016909,0.06342532],"genre_scores_gemma":[0.9541806,0.03129533,0.01106027,0.001054751,0.0001796773,0.00008530132,0.0001579157,0.0000088794,0.001977247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002875355,"threshold_uncertainty_score":0.009619057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05862595325381881,"score_gpt":0.3833548088149822,"score_spread":0.3247288555611634,"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."}}