{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001584416,0.0002283639,0.0007467345,0.0002533609,0.0004450444,0.000007013526,0.0002596222,0.0006846244,0.000416564],"category_scores_gemma":[0.0002436169,0.0002069417,0.0002757943,0.0003832265,0.0001934066,0.0001064327,0.00001708405,0.0005794901,0.00001889952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003394664,"about_ca_system_score_gemma":0.000199342,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00363676,"about_ca_topic_score_gemma":0.06840269,"domain_scores_codex":[0.9972504,0.0006205349,0.0008609693,0.0004449537,0.0002185375,0.0006046506],"domain_scores_gemma":[0.9967561,0.001860464,0.000425828,0.0004292904,0.0004052554,0.0001230588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01067759,0.000921699,0.6823686,0.001081236,0.001346191,0.00001545022,0.02535455,0.0002064293,0.2501598,0.005012746,0.01470284,0.008152856],"study_design_scores_gemma":[0.003750626,0.0003292397,0.9808487,0.00002111796,0.001020906,0.000003742356,0.00010554,0.001213648,0.00121564,0.0006244672,0.01057099,0.0002953775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887285,0.00003119731,0.006447615,0.001591873,0.0004777394,0.00103001,0.001000744,0.00008238319,0.0006099517],"genre_scores_gemma":[0.9925238,0.0002553948,0.001112517,0.003075475,0.0001963135,0.0003169525,0.002278962,0.00003345863,0.0002071269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2984801,"threshold_uncertainty_score":0.9485965,"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."}}