{"id":"W2121163453","doi":"10.1681/asn.2013111236","title":"Vascular Access Choice in Incident Hemodialysis Patients","year":2014,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Seven Oaks General Hospital; Toronto General Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Hemodialysis; Fistula; Arteriovenous fistula; Dialysis; Diabetes mellitus; Life expectancy; Surgery; Cohort; Type 2 diabetes; Intensive care medicine; Internal medicine; Emergency medicine; Population","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":[0.0008558346,0.0001540058,0.0003271901,0.0005271942,0.0003946373,0.001098784,0.000362363,0.0004363053,0.003390412],"category_scores_gemma":[0.004728753,0.0002228666,0.0008237667,0.001028292,0.0001820711,0.0006020252,0.000383529,0.0009957781,0.0001533274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006332781,"about_ca_system_score_gemma":0.0007752805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006109129,"about_ca_topic_score_gemma":0.00811142,"domain_scores_codex":[0.9993375,0.0002560249,0.00006789912,0.0001299569,0.0000958548,0.0001126852],"domain_scores_gemma":[0.9979906,0.0009831793,0.0006833112,0.00006576973,0.00007340202,0.0002036833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002198358,0.0001694436,0.9937394,0.00001971617,0.00008073542,0.00008686704,0.00006728895,0.002036521,0.00003497023,0.0003876293,0.0002107469,0.002946901],"study_design_scores_gemma":[0.0001430569,0.0007311591,0.9113115,0.0001176644,0.0002997422,0.001327732,0.001314383,0.07768413,0.0002978268,0.004735079,0.001985015,0.00005270207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976792,0.000188933,0.0005465733,0.0001551828,0.00000806425,0.0000202418,0.0006228603,0.000004710282,0.0007742523],"genre_scores_gemma":[0.9985598,0.0001722032,0.000509814,0.00005129782,0.00001020636,0.00001777681,0.0005119338,0.0000023202,0.0001647553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006109129,"threshold_uncertainty_score":0.01214713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02641413936238224,"score_gpt":0.3484021747296584,"score_spread":0.3219880353672762,"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."}}