{"id":"W2524251607","doi":"10.1177/2054358116669127","title":"Arteriovenous Access","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Providence Health Care; University of British Columbia; University of Saskatchewan; University of Ottawa; University Health Network; Health Sciences Centre; University of Toronto; Western University; Sunnybrook Health Science Centre; Dalhousie University; University of Calgary","funders":"Canadian Society of Nephrology","keywords":"Medicine; Vascular access; Surgery; Gynecology; Hemodialysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003591336,0.000426714,0.0005454713,0.0008312343,0.0007970265,0.001302465,0.0005297028,0.0008694747,0.02710042],"category_scores_gemma":[0.001721992,0.0001041851,0.0004467879,0.0007747421,0.0005687933,0.0009996531,0.0007986994,0.001644539,0.005809763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005070913,"about_ca_system_score_gemma":0.0009913283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001276988,"about_ca_topic_score_gemma":0.001960654,"domain_scores_codex":[0.9995303,0.00008477613,0.00005473213,0.00006736316,0.0001825538,0.00008034874],"domain_scores_gemma":[0.9992699,0.0002289136,0.0001145108,0.0000457739,0.0001320146,0.0002089973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001205039,0.0001027769,0.004475964,0.002625712,0.0001224965,0.00759628,0.0001439251,0.0003143028,0.002885906,0.01522328,0.1219423,0.8444467],"study_design_scores_gemma":[0.00003461181,0.0001676849,0.006153482,0.002051324,0.00007496121,0.08980189,0.0001425958,0.0002787432,0.001375054,0.007569388,0.8923182,0.00003203308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01345925,0.6893005,0.02745875,0.01359148,0.01038063,0.0001751524,0.0007630074,0.0008085832,0.2440627],"genre_scores_gemma":[0.1952077,0.6530522,0.02030729,0.01464497,0.02115738,0.0002187658,0.001683871,0.0003164774,0.09341142],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02710042,"threshold_uncertainty_score":0.09065992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04258345585176481,"score_gpt":0.3612745772580562,"score_spread":0.3186911214062914,"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."}}