{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001296924,0.0001094319,0.0004983069,0.0001147525,0.0008807401,0.00002622774,0.000236533,0.00004424047,0.002062771],"category_scores_gemma":[0.00008898993,0.0001044708,0.0001331606,0.000208982,0.00004202599,0.0002414232,0.0005501746,0.0002258607,0.00001975639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002319404,"about_ca_system_score_gemma":0.0001909245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003180461,"about_ca_topic_score_gemma":0.00005532619,"domain_scores_codex":[0.9981949,0.0004601808,0.0004923354,0.0002381999,0.0001964574,0.0004178877],"domain_scores_gemma":[0.998599,0.0006141174,0.0002668542,0.0003089159,0.00008249704,0.0001286185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005142723,0.0008408385,0.7004961,0.000226022,0.0002618312,0.0001074283,0.01147665,0.0000150287,0.0006522776,0.001129644,0.2421604,0.04211953],"study_design_scores_gemma":[0.0005888834,0.0002099602,0.5152803,0.0001159904,0.00005691712,0.00001565419,0.002750793,0.00004892116,0.0001360073,0.00145282,0.4789333,0.0004104426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941453,0.0004451786,0.000004293421,0.002860685,0.000294805,0.0005145342,0.0001915168,0.00001817496,0.001525527],"genre_scores_gemma":[0.9931766,0.0009124027,0.00003481978,0.00375905,0.00004917129,0.0001290779,0.00006885346,0.00002115938,0.001848908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.236773,"threshold_uncertainty_score":0.9988495,"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."}}