{"id":"W2302774985","doi":"10.1093/ndt/gfw030","title":"Con: Buttonhole cannulation of arteriovenous fistulae","year":2016,"lang":"en","type":"review","venue":"Nephrology Dialysis Transplantation","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Surgery; Arteriovenous fistula; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005493138,0.0004675051,0.002679686,0.0005142582,0.0003756973,0.000006561592,0.0002878788,0.001117755,0.001112905],"category_scores_gemma":[0.00002966203,0.0003521091,0.0009561001,0.0004058593,0.0001464801,0.0001121889,0.00002298261,0.0005137938,0.0004965983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002422576,"about_ca_system_score_gemma":0.000552597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002774933,"about_ca_topic_score_gemma":0.0005931344,"domain_scores_codex":[0.9954886,0.001237322,0.001771688,0.0005805201,0.0002864736,0.0006353599],"domain_scores_gemma":[0.9967511,0.0009731749,0.001421952,0.0005340719,0.0001923122,0.00012737],"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":[0.0001579281,0.0001581449,0.000274365,0.01909571,0.001173728,0.00002810852,0.003521705,0.000004446365,0.00008722591,0.0005217699,0.000498152,0.9744787],"study_design_scores_gemma":[0.001083034,0.000139202,0.0005043999,0.005107765,0.007320843,0.00001627383,0.0000384212,0.000008139046,0.000004517862,0.0002444547,0.9851137,0.0004192116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001434599,0.9896826,0.002462539,0.0001290888,0.000780246,0.00188429,0.001465574,0.0001210513,0.002040018],"genre_scores_gemma":[0.001989639,0.9939065,0.00009247228,0.0002324891,0.000512133,0.0003448919,0.002428977,0.00006963145,0.000423254],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9846156,"threshold_uncertainty_score":0.9998931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04458143572722988,"score_gpt":0.3678576486869634,"score_spread":0.3232762129597335,"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."}}