{"id":"W3016892068","doi":"10.34067/kid.0000702020","title":"Should Buttonhole Cannulation of Arteriovenous Fistulas be Used? PRO","year":2020,"lang":"en","type":"article","venue":"Kidney360","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Arteriovenous fistula; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001643097,0.0001411145,0.0003652121,0.00004723536,0.0002709302,0.000007119648,0.0001557227,0.0001632149,0.001093097],"category_scores_gemma":[0.0001798684,0.0001279264,0.0001393701,0.0002283677,0.0000419147,0.00008260991,0.00006964495,0.0003185801,0.0001205215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000871325,"about_ca_system_score_gemma":0.0002998121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005663978,"about_ca_topic_score_gemma":0.0001258248,"domain_scores_codex":[0.9984443,0.0001265527,0.0004784768,0.0002607523,0.0002918817,0.000398071],"domain_scores_gemma":[0.9989954,0.00008398271,0.0002215423,0.0002581268,0.0001080102,0.0003328885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006772658,0.00136162,0.1939605,0.002374023,0.0005614269,0.00007263478,0.3272172,0.0004514784,0.1087138,0.005870232,0.3413427,0.01739714],"study_design_scores_gemma":[0.004936946,0.001226631,0.07090905,0.0003796557,0.0004933015,0.000004062339,0.005812122,0.006798423,0.01246149,0.00146186,0.8944589,0.001057486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379517,0.0001448686,0.001281785,0.04761249,0.00059909,0.001343518,0.000484642,0.0001979866,0.01038396],"genre_scores_gemma":[0.9914311,0.00001441328,0.0002760534,0.006848224,0.0003658568,0.00003479176,0.0001324038,0.00002991042,0.0008673051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5531163,"threshold_uncertainty_score":0.9998201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1468005599907159,"score_gpt":0.3819520207069063,"score_spread":0.2351514607161904,"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."}}