{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001252194,0.0001853882,0.0006299976,0.0003794655,0.0001593099,0.00003649161,0.0001405535,0.0003090902,0.0003049223],"category_scores_gemma":[0.00009608296,0.0001610862,0.0002512564,0.0005765978,0.00006282375,0.0002061238,0.000008468757,0.0002455052,0.0001303128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006146601,"about_ca_system_score_gemma":0.0002538312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002097564,"about_ca_topic_score_gemma":0.0009739235,"domain_scores_codex":[0.9976404,0.0005758386,0.0005709115,0.0004285687,0.0003527073,0.0004316243],"domain_scores_gemma":[0.9987093,0.0002258915,0.0001347107,0.0004281484,0.000173165,0.0003287825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00152429,0.0008361129,0.5780922,0.004359759,0.002482393,0.000161294,0.00832992,0.0005693656,0.01189957,0.01300712,0.004857223,0.3738808],"study_design_scores_gemma":[0.004552985,0.0005216682,0.8359559,0.00007589434,0.001756623,0.0001355318,0.00004859607,0.003222927,0.0005733971,0.0005664235,0.1522218,0.0003683493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9342694,0.0001195699,0.04922063,0.008619132,0.0003032302,0.0005292224,0.00001610971,0.0002088867,0.006713803],"genre_scores_gemma":[0.9891081,0.0006763558,0.0004663583,0.008387669,0.0006758173,0.00008506562,0.00047528,0.00002619164,0.00009920565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3735124,"threshold_uncertainty_score":0.6568905,"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."}}