{"id":"W2731116863","doi":"10.1111/hdi.12579","title":"Gender disparity in fistula use at initiation of hemodialysis varies markedly across ESRD networks—Analysis of USRDS data","year":2017,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Dialysis; Odds ratio; Internal medicine; Arteriovenous fistula; Nephrology; End stage renal disease; Logistic regression; Hazard ratio; Confounding; Cardiology; Confidence interval; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001841888,0.0001433125,0.0002764598,0.00120035,0.0002142278,0.0004611441,0.0002530866,0.0001744084,0.0009590212],"category_scores_gemma":[0.003909364,0.0001244109,0.0006023194,0.001897045,0.000205531,0.0003612925,0.0005933051,0.0002576949,0.0001114193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003781754,"about_ca_system_score_gemma":0.0005012715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02746101,"about_ca_topic_score_gemma":0.02948585,"domain_scores_codex":[0.9987476,0.0005502953,0.0001403081,0.0002007566,0.000175097,0.0001859035],"domain_scores_gemma":[0.9975139,0.0006777235,0.001195305,0.0001798285,0.0002169448,0.0002162992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002164531,0.00000346821,0.9992441,0.000004225329,0.00003545566,0.00001353459,0.000053255,0.00002625004,0.00003141803,0.00001760752,0.00006759939,0.0004815666],"study_design_scores_gemma":[0.000001397916,0.00001264716,0.9992298,0.000008006504,0.00001581219,0.00005510313,0.0002283278,0.0002161605,0.00003212412,0.00002010476,0.0001787531,0.000001743974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997689,0.000267166,0.0001159166,0.00007791364,0.000004114389,0.00000701109,0.001461294,0.000002842959,0.0003747143],"genre_scores_gemma":[0.9991087,0.00007349862,0.00006309892,0.00001887907,0.000003579648,0.00000481147,0.0006879728,0.000001312787,0.00003813077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02746101,"threshold_uncertainty_score":0.05460238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1352513806808394,"score_gpt":0.4161584449609363,"score_spread":0.2809070642800968,"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."}}