{"id":"W4385613891","doi":"10.1111/hdi.13110","title":"Long‐term patency of arteriovenous fistulas for hemodialysis: A decade's experience in a transplant unit","year":2023,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Arteriovenous fistula; Hemodialysis; Single Center; Arteriovenous malformation; Cephalic vein; Vascular access; Surgery; Internal medicine; Cardiology; Vein","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002608714,0.0003400711,0.0003869914,0.0008506479,0.0007692391,0.00105418,0.0005342186,0.000737484,0.00103125],"category_scores_gemma":[0.004097058,0.0001986919,0.0004320738,0.001039607,0.0006633075,0.001034274,0.000804734,0.000560609,0.0003506508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006153405,"about_ca_system_score_gemma":0.0007009616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001325203,"about_ca_topic_score_gemma":0.00125743,"domain_scores_codex":[0.9987961,0.0004411423,0.0001780672,0.00017353,0.0001620257,0.0002490401],"domain_scores_gemma":[0.9962534,0.0009608823,0.001214266,0.0002292666,0.0003099777,0.001032286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009981469,0.0003233666,0.9758875,0.00005500103,0.00003232117,0.003257552,0.00175522,0.0001491773,0.0004616358,0.00007506624,0.0002565502,0.01764675],"study_design_scores_gemma":[0.00001736021,0.001643281,0.9678697,0.0001363737,0.00006773716,0.0232753,0.00391041,0.0004997982,0.000604814,0.0001677793,0.001767923,0.00003943052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997977,0.001279936,0.0002304434,0.0001166592,0.00001018811,0.000006184337,0.00003839618,0.000004485628,0.0003366587],"genre_scores_gemma":[0.9982873,0.001245113,0.000176102,0.0000564263,0.00003464462,0.000006263654,0.00006432469,0.000002984291,0.0001268366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002608714,"threshold_uncertainty_score":0.01379639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07959806016971564,"score_gpt":0.3854993609049091,"score_spread":0.3059013007351934,"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."}}