{"id":"W2104256907","doi":"10.1093/ndt/gfq064","title":"Who should be referred for a fistula? A survey of nephrologists","year":2010,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Western University; London Health Sciences Centre","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Referral; Fistula; Demographics; Arteriovenous fistula; Dialysis; Vascular access; Family medicine; General surgery; Emergency medicine; Surgery; Hemodialysis; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002067692,0.0001061786,0.0002567074,0.001272961,0.001265683,0.001155321,0.0005991255,0.0007814741,0.00165907],"category_scores_gemma":[0.009977049,0.0002320618,0.0002617834,0.002001434,0.0007258038,0.0007040288,0.0007588703,0.0007184805,0.0002278881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002736583,"about_ca_system_score_gemma":0.005042174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2719425,"about_ca_topic_score_gemma":0.2780298,"domain_scores_codex":[0.9974493,0.0005214087,0.0002857921,0.000270281,0.0008530833,0.0006200462],"domain_scores_gemma":[0.9877479,0.002710021,0.004346086,0.0001593251,0.002026018,0.003010619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004313832,0.00003942429,0.9895183,0.00007555432,0.00001978264,0.0001682469,0.004255962,0.00003015121,0.0001686,0.00003550371,0.00147369,0.004171587],"study_design_scores_gemma":[0.000007011015,0.00007763731,0.9817499,0.0001190097,0.00001142145,0.0005442062,0.01524714,0.000102759,0.00004209779,0.00001625978,0.002068141,0.00001453805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950716,0.0007413703,0.00007476589,0.001485031,0.00001921845,0.00002968615,0.0004368873,0.000007670811,0.002133822],"genre_scores_gemma":[0.9983065,0.000556431,0.0001315556,0.0006982647,0.00001535544,0.00001678157,0.0001458443,0.000003074806,0.0001261156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2719425,"threshold_uncertainty_score":0.5407192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09142337887686419,"score_gpt":0.3830725194446391,"score_spread":0.2916491405677749,"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."}}