{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005816366,0.0005179607,0.001102222,0.0008904625,0.0006543498,0.002483801,0.00126886,0.004487586,0.007316989],"category_scores_gemma":[0.02243081,0.0002073717,0.0009735085,0.0008237463,0.002260533,0.003849786,0.0005325325,0.003307068,0.001861672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006470374,"about_ca_system_score_gemma":0.0009999921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001058118,"about_ca_topic_score_gemma":0.001026948,"domain_scores_codex":[0.9969612,0.001275928,0.0004571989,0.0004723375,0.0005688246,0.0002644919],"domain_scores_gemma":[0.9877381,0.006418225,0.002362922,0.001054785,0.001566644,0.0008593192],"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":[0.002900848,0.0004610474,0.01954948,0.007769724,0.0003492644,0.004647125,0.0005062132,0.0006945347,0.003438195,0.006251856,0.05763185,0.8957998],"study_design_scores_gemma":[0.001568585,0.006239894,0.06696757,0.02885246,0.001564308,0.07451247,0.002987538,0.003595012,0.01101638,0.05688342,0.7453992,0.000413204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.09068143,0.6442991,0.04214355,0.1593248,0.02818545,0.0002951734,0.0005983817,0.001238931,0.03323318],"genre_scores_gemma":[0.5720853,0.2344059,0.0397472,0.08920877,0.05580818,0.0003688589,0.0006977984,0.0004128633,0.007265126],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007316989,"threshold_uncertainty_score":0.03076029,"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."}}