{"id":"W2307805682","doi":"10.1093/ckj/sfv158","title":"Improving vascular access outcomes: attributes of arteriovenous fistula cannulation success","year":2016,"lang":"en","type":"article","venue":"Clinical Kidney Journal","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Amgen Canada","keywords":"Medicine; Arteriovenous fistula; Psychological intervention; Fistula; Empathy; Teamwork; Nursing; Intensive care medicine; Surgery; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002887982,0.0001995543,0.0008419264,0.0001276658,0.0006509664,0.00004107189,0.0005535745,0.0003158664,0.001342586],"category_scores_gemma":[0.004597842,0.0001173167,0.0007108207,0.0001722739,0.0001409004,0.0004158335,0.0002073865,0.0007287483,0.0000867902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990277,"about_ca_system_score_gemma":0.0009386837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002037315,"about_ca_topic_score_gemma":0.00005461272,"domain_scores_codex":[0.9957932,0.0007538041,0.00206427,0.0003088364,0.0004268959,0.0006530305],"domain_scores_gemma":[0.9954989,0.001391088,0.001313272,0.0004412308,0.0005028157,0.0008527053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007854783,0.0002735002,0.9638214,0.0000837194,0.000203247,0.00001309725,0.0002748847,0.000002141436,0.0005519985,0.00006835899,0.006843463,0.02778562],"study_design_scores_gemma":[0.004270299,0.0002838288,0.9726713,0.0006155155,0.0002801848,0.000009646075,0.0001274571,0.0001095541,0.00007463386,0.00118016,0.02009666,0.0002807614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658638,0.0001084765,0.02225613,0.007979364,0.002792521,0.0004435565,0.0001531958,0.00004818028,0.0003547772],"genre_scores_gemma":[0.9951221,0.0004692555,0.0003939008,0.002327334,0.001085715,0.00001247019,0.00001466016,0.00003400194,0.0005405109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02925835,"threshold_uncertainty_score":0.9995703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100561014232458,"score_gpt":0.4432341291280647,"score_spread":0.3426731148956066,"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."}}