{"id":"W1825959266","doi":"10.1287/msom.2015.0552","title":"Optimal Vascular Access Choice for Patients on Hemodialysis","year":2015,"lang":"en","type":"article","venue":"Manufacturing & Service Operations Management","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hemodialysis; Arteriovenous fistula; Medicine; Vascular access; Life expectancy; Gold standard (test); Central venous catheter; Fistula; Quality (philosophy); Hemodialysis access; Surgery; Catheter; Intensive care medicine; Computer science; Operations management; Radiology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00123411,0.0003259646,0.0007653277,0.0005155125,0.0003827268,0.001509102,0.0006266476,0.001059155,0.009544273],"category_scores_gemma":[0.01074032,0.0003201878,0.0004545609,0.0006268623,0.0004934159,0.001478548,0.0005730082,0.001435664,0.0004303936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001444779,"about_ca_system_score_gemma":0.001989277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003871029,"about_ca_topic_score_gemma":0.003544837,"domain_scores_codex":[0.9990366,0.0004568906,0.00003446961,0.0001434493,0.00007714486,0.0002515715],"domain_scores_gemma":[0.9952322,0.003575752,0.0004292309,0.00006619288,0.0002087587,0.0004878409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001418575,0.0009417298,0.03227228,0.0003793602,0.0001870114,0.0006147349,0.0003147068,0.7880249,0.002246483,0.07394411,0.01774809,0.08190797],"study_design_scores_gemma":[0.0002774798,0.000444729,0.01249178,0.0001367334,0.00008662575,0.00029222,0.0009331223,0.9055457,0.001040431,0.07432475,0.004372727,0.00005366408],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8363212,0.002594993,0.1162835,0.01201414,0.0002428062,0.000478025,0.001786751,0.0001628719,0.03011575],"genre_scores_gemma":[0.9902722,0.000551156,0.006920403,0.000156433,0.00004059153,0.00005219581,0.0002009939,0.00001841716,0.001787641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009544273,"threshold_uncertainty_score":0.03192884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06090853128293817,"score_gpt":0.357499486694588,"score_spread":0.2965909554116498,"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."}}