{"id":"W2033289233","doi":"10.1093/ndt/gfu156","title":"DIALYSIS VASCULAR ACCESS","year":2014,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Vascular access; Dialysis; Hemodialysis; Intensive care medicine; Internal medicine","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":[0.0004261382,0.0003616697,0.000488298,0.0004239757,0.0004804777,0.001311525,0.0005296387,0.0006920439,0.05848025],"category_scores_gemma":[0.001285702,0.0001047046,0.0003119926,0.0004772889,0.0003679233,0.0006475072,0.0006460836,0.001225668,0.01757905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004754963,"about_ca_system_score_gemma":0.0006925156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002812154,"about_ca_topic_score_gemma":0.0002290634,"domain_scores_codex":[0.9994839,0.0001095013,0.00004238179,0.0001438093,0.0001515832,0.0000687409],"domain_scores_gemma":[0.9991014,0.0002124368,0.0001534638,0.00009575468,0.0001815104,0.0002553814],"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":[0.0006516804,0.0003781114,0.03388294,0.00192869,0.0002580248,0.006068615,0.0001490742,0.000430169,0.005706013,0.01464479,0.1531761,0.7827259],"study_design_scores_gemma":[0.0002074907,0.000794525,0.03299545,0.0007959599,0.0001494117,0.07468215,0.0001352975,0.001230486,0.003661955,0.008963311,0.8763484,0.00003553242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1216972,0.2244732,0.04322702,0.02677202,0.01001399,0.0004120836,0.005067823,0.003000542,0.5653362],"genre_scores_gemma":[0.6845695,0.06226086,0.01231475,0.01032406,0.0115705,0.0003213104,0.005300775,0.0002929227,0.2130454],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05848025,"threshold_uncertainty_score":0.1956359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02291495330801538,"score_gpt":0.3188615044154732,"score_spread":0.2959465511074578,"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."}}