{"id":"W4292764251","doi":"10.1097/as9.0000000000000199","title":"Radiocephalic Arteriovenous Fistula Patency and Use","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery Open","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Hazard ratio; Confidence interval; Proportional hazards model; Arteriovenous fistula; Hemodialysis; Dialysis; Surgery; Cumulative incidence; Internal medicine; Transplantation","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":[0.00740992,0.0001910199,0.0005516423,0.0009422169,0.0002045551,0.00101147,0.0004234966,0.0003987023,0.00102261],"category_scores_gemma":[0.02444009,0.000151914,0.001011287,0.0009482006,0.000643642,0.001043228,0.0005455412,0.0006994588,0.0001144032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005017187,"about_ca_system_score_gemma":0.0006626447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001503024,"about_ca_topic_score_gemma":0.002022858,"domain_scores_codex":[0.9967135,0.001275718,0.0003938587,0.0007993788,0.0005409827,0.0002764967],"domain_scores_gemma":[0.9663534,0.01112733,0.01874532,0.001965827,0.001311803,0.0004963892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006492477,0.00006270825,0.9847131,0.0001786895,0.0007297454,0.00008171229,0.0001681959,0.0002018285,0.0001226513,0.0002528563,0.0001832568,0.01265599],"study_design_scores_gemma":[0.00003473492,0.0005881155,0.9961965,0.0001178526,0.0005355601,0.0005592193,0.0001041141,0.0004104589,0.0002346673,0.0003859226,0.0008184167,0.0000144245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892847,0.007116806,0.0009295932,0.0002852838,0.00001760403,0.00002517802,0.001032634,0.00000881843,0.001299408],"genre_scores_gemma":[0.9985978,0.0007362621,0.0001968627,0.00004838039,0.00002828189,0.00001372486,0.0003332051,0.000001683931,0.00004371462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00740992,"threshold_uncertainty_score":0.03918785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3058427643630414,"score_gpt":0.4204151625839785,"score_spread":0.1145723982209372,"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."}}