{"id":"W2973835857","doi":"10.1016/j.jvs.2019.07.040","title":"Functional Durability of Hemodialysis Access","year":2019,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hemodialysis; Hazard ratio; Arteriovenous fistula; Dialysis; Proportional hazards model; Retrospective cohort study; Surgery; Internal medicine; Confidence interval","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":[0.002104383,0.0002388742,0.0003943643,0.001658217,0.0006322701,0.001902594,0.0007152502,0.0005422123,0.007357414],"category_scores_gemma":[0.008791932,0.0001189401,0.0007981031,0.0007991189,0.0005715681,0.001492463,0.0005979471,0.00062162,0.0009187192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008557914,"about_ca_system_score_gemma":0.000659991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001210986,"about_ca_topic_score_gemma":0.0008017527,"domain_scores_codex":[0.9987211,0.0002635478,0.000213998,0.0001601376,0.0003856315,0.0002556562],"domain_scores_gemma":[0.9911873,0.002720028,0.001976255,0.0007812978,0.002042185,0.001293102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001795091,0.0003180595,0.8587693,0.0004081554,0.0004218368,0.0008660074,0.0007816226,0.0008119075,0.008652203,0.00278145,0.001292015,0.1231023],"study_design_scores_gemma":[0.00001811568,0.001155156,0.9776152,0.0001487359,0.0002828504,0.005052345,0.0007996273,0.001090553,0.006116052,0.001467314,0.006222363,0.00003181812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831303,0.005801699,0.0009208797,0.0003963532,0.00009214292,0.00001386364,0.000854016,0.00003354349,0.008757301],"genre_scores_gemma":[0.9989091,0.0002869242,0.00007845499,0.0000395557,0.0000449149,0.000003273113,0.0002034758,0.0000056582,0.0004285812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007357414,"threshold_uncertainty_score":0.02461302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05691595399858532,"score_gpt":0.337868384154532,"score_spread":0.2809524301559466,"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."}}