{"id":"W4389141023","doi":"10.1111/nep.14259","title":"Global variability of vascular and peritoneal access for chronic dialysis","year":2023,"lang":"en","type":"article","venue":"Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary; University of Alberta","funders":"University of Alberta; International Society of Nephrology","keywords":"Medicine; Peritoneal dialysis; Vascular access; Internal medicine; Intensive care medicine; Hemodialysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00179966,0.0001623302,0.0002233137,0.001335927,0.000191981,0.0007128966,0.0002843805,0.0002327987,0.001681931],"category_scores_gemma":[0.004390579,0.0001230185,0.0004062481,0.002650624,0.0005777898,0.0006926915,0.0009369793,0.0003541065,0.0001716768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003385076,"about_ca_system_score_gemma":0.0002902369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004603841,"about_ca_topic_score_gemma":0.003988084,"domain_scores_codex":[0.9989163,0.0003757132,0.0001152518,0.0003289971,0.0001542878,0.0001094835],"domain_scores_gemma":[0.9959502,0.00115221,0.00166646,0.0004578941,0.0005302367,0.0002430151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002069109,0.000005987654,0.9881108,0.0001162148,0.0001616413,0.00004165021,0.0005102677,0.0003529677,0.0002025807,0.0005135657,0.001027165,0.008936434],"study_design_scores_gemma":[0.00000125405,0.00001250107,0.9965403,0.00003982579,0.00002203426,0.0001540946,0.0005809237,0.0002489767,0.00004815549,0.0002735549,0.002071397,0.000007134633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816996,0.004469506,0.002004113,0.001332633,0.00006420288,0.0000225196,0.004757903,0.00005770838,0.00559172],"genre_scores_gemma":[0.9981005,0.0004861931,0.0002934361,0.00006856297,0.00001685747,0.000006321406,0.0009555873,0.000005315584,0.00006717347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004603841,"threshold_uncertainty_score":0.00951761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04050119551627297,"score_gpt":0.3909582133595368,"score_spread":0.3504570178432639,"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."}}