{"id":"W2748338798","doi":"10.1016/j.jvs.2017.05.068","title":"Influence of Arterial and Venous Size on Fistula Maturation and Use","year":2017,"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 British Columbia","funders":"","keywords":"Medicine; Arteriovenous fistula; Hemodialysis; Radial artery; Hemodialysis access; Surgery; Proportional hazards model; Cardiology; Internal medicine; Radiology; Artery; Vascular access","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":[0.001818637,0.000194846,0.0003879324,0.0005123885,0.000365066,0.001121229,0.0004016167,0.0004977394,0.005840193],"category_scores_gemma":[0.02074789,0.0001569404,0.0006343624,0.0005536162,0.0006755025,0.0006638634,0.0004307359,0.0008423416,0.0005401359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005553982,"about_ca_system_score_gemma":0.001259618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003294355,"about_ca_topic_score_gemma":0.002908701,"domain_scores_codex":[0.9982042,0.000759083,0.0001256905,0.0002816508,0.0003116312,0.0003177],"domain_scores_gemma":[0.9737082,0.01618188,0.00357232,0.001176515,0.001567731,0.003793325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007905087,0.0007443939,0.9680244,0.00002541594,0.0001063652,0.0005085912,0.0005357729,0.0003673233,0.004017968,0.0001838873,0.0002696331,0.0173111],"study_design_scores_gemma":[0.00001654111,0.001435163,0.995301,0.000009974287,0.00005377208,0.000411046,0.0005705223,0.0004543382,0.001071911,0.00008206452,0.0005832695,0.00001042276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978836,0.000331638,0.0001521226,0.00009049546,0.00001767922,0.00001077275,0.0001146851,0.00001230113,0.001386565],"genre_scores_gemma":[0.9991474,0.00008212007,0.00008660664,0.00001314145,0.00001329029,0.000004181109,0.00005873588,0.00001322403,0.0005812385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005840193,"threshold_uncertainty_score":0.01953733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03592021264180958,"score_gpt":0.3219940966001141,"score_spread":0.2860738839583046,"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."}}