{"id":"W4234378849","doi":"10.1093/ndt/gfw031","title":"Pro: 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":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber River Regional Hospital; University of Toronto","funders":"","keywords":"Medicine; Disfigurement; Intensive care medicine; Arteriovenous fistula; Surgery","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":[0.001429343,0.0006453414,0.0008970432,0.003223961,0.0003946388,0.001416647,0.0007603003,0.001307306,0.01092038],"category_scores_gemma":[0.005764134,0.0001895751,0.001383904,0.00269161,0.0005171061,0.001645518,0.0008623555,0.00126331,0.001900907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006064657,"about_ca_system_score_gemma":0.002439474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652084,"about_ca_topic_score_gemma":0.002896811,"domain_scores_codex":[0.999009,0.0003156154,0.0002326915,0.0000965474,0.0002958218,0.00005025526],"domain_scores_gemma":[0.9964775,0.00235389,0.0005112941,0.00006951863,0.0005052601,0.0000825622],"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":[0.000097488,0.00004541862,0.0004828847,0.1078354,0.000286354,0.0001552331,0.000213756,0.0001182557,0.0004166017,0.003018958,0.02411126,0.8632184],"study_design_scores_gemma":[0.00003809843,0.0001396503,0.00332267,0.09503013,0.0008587543,0.002941839,0.0003792246,0.00009741253,0.0005846578,0.002387526,0.8941892,0.0000307841],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002029085,0.9969521,0.0002030774,0.0006393267,0.0003340627,0.00001800562,0.00005924854,0.000009536085,0.001581714],"genre_scores_gemma":[0.002425055,0.9956046,0.0004319844,0.0004709458,0.0002520945,0.00002211411,0.00008528485,0.0000040528,0.0007039672],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01092038,"threshold_uncertainty_score":0.03653228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04895965877163059,"score_gpt":0.3732038223059279,"score_spread":0.3242441635342973,"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."}}