{"id":"W2990467541","doi":"10.1177/1129729819889793","title":"Patient selection, education, and cannulation of percutaneous arteriovenous fistulae: An ASDIN White Paper","year":2019,"lang":"en","type":"review","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Arteriovenous fistula; Medicine; Percutaneous; Fistula; Hemodialysis; Nephrology; Interventional radiology; Surgery; Radiology; Dialysis","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":[],"consensus_categories":[],"category_scores_codex":[0.00109276,0.0002804425,0.001465858,0.0002570939,0.0004058519,0.00003990491,0.0004472437,0.0002759691,0.0003295759],"category_scores_gemma":[0.00006923334,0.0001700645,0.0004976086,0.0003285423,0.00004516906,0.0003386205,0.0000986546,0.0007834072,0.00001035192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002839323,"about_ca_system_score_gemma":0.001620639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004632929,"about_ca_topic_score_gemma":0.0002275922,"domain_scores_codex":[0.996281,0.001376306,0.001430319,0.0001877972,0.0004362248,0.0002883918],"domain_scores_gemma":[0.9961782,0.0002124774,0.002236545,0.000445152,0.0007833047,0.00014436],"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":[0.00005993577,0.0005654417,0.0008325609,0.01226523,0.001038576,0.000004264175,0.01283889,0.0001660236,0.00001323258,0.0000264628,0.002224214,0.9699652],"study_design_scores_gemma":[0.0002818056,0.000495652,0.001415676,0.008214384,0.00570978,0.0008596684,0.001358453,0.00003480638,7.03295e-7,0.0001149896,0.9811757,0.0003384143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01937678,0.9780965,0.000134691,0.00007738311,0.0008718813,0.001198971,0.0000267538,0.000008544379,0.0002084943],"genre_scores_gemma":[0.007524382,0.9914761,0.00008695951,0.0001790492,0.0004596362,0.00001286969,0.00003722949,0.0000534234,0.000170369],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9789515,"threshold_uncertainty_score":0.6935028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04965469217127319,"score_gpt":0.3992475966977089,"score_spread":0.3495929045264358,"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."}}