{"id":"W2612432636","doi":"10.1111/sdi.12603","title":"Ultrasound‐Guided Cannulation of the Hemodialysis Arteriovenous Access","year":2017,"lang":"en","type":"review","venue":"Seminars in Dialysis","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Hemodialysis; Hemodialysis access; Vascular access; Ultrasound; Radiology; Intensive care medicine; Surgery","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":[0.001074965,0.0006510085,0.001135865,0.003733992,0.0003886966,0.001297392,0.0007999025,0.001064413,0.00515767],"category_scores_gemma":[0.003153105,0.0001828005,0.001023474,0.00284088,0.0007702025,0.001389877,0.0006787624,0.001034182,0.001101531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007696042,"about_ca_system_score_gemma":0.002212592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002820697,"about_ca_topic_score_gemma":0.003547282,"domain_scores_codex":[0.9994147,0.0001739511,0.00009908429,0.00007311747,0.000201561,0.00003755081],"domain_scores_gemma":[0.9986187,0.0008782033,0.0002041005,0.00003030762,0.0002300561,0.0000385708],"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":[0.00005505103,0.00005508139,0.0007388175,0.06161772,0.0002387473,0.0002325768,0.0001339799,0.0002035381,0.0004732277,0.002581531,0.0194361,0.9142337],"study_design_scores_gemma":[0.0000395948,0.0001402747,0.006356662,0.06483043,0.0007356012,0.006300809,0.0004072766,0.000162164,0.0007951607,0.002860798,0.9173274,0.00004386156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001176847,0.9988056,0.00009095198,0.0002037474,0.0001054323,0.000004705717,0.00001478966,0.00000346008,0.0006535185],"genre_scores_gemma":[0.001580962,0.9978032,0.0001587547,0.0001382261,0.00009090186,0.000006445141,0.00002271738,0.000001054887,0.0001978471],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00515767,"threshold_uncertainty_score":0.01725417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1483962570272762,"score_gpt":0.4612203872828719,"score_spread":0.3128241302555956,"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."}}