{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005642826,0.0001591293,0.0002203648,0.001168893,0.0007811524,0.002137616,0.0005053441,0.0004596576,0.002198461],"category_scores_gemma":[0.03958231,0.0000982863,0.0002500487,0.0009538838,0.001317839,0.001091048,0.00159637,0.0008038629,0.0001823254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263581,"about_ca_system_score_gemma":0.002014931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121205,"about_ca_topic_score_gemma":0.001530371,"domain_scores_codex":[0.9956427,0.002418444,0.0003569918,0.0001933735,0.001033629,0.0003548159],"domain_scores_gemma":[0.9585481,0.02090363,0.009391181,0.0009659912,0.005061362,0.005129663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001452432,0.0005408719,0.8773875,0.0005869531,0.000132685,0.0002724852,0.02420922,0.0004748975,0.0006467607,0.001650078,0.001213607,0.0927397],"study_design_scores_gemma":[0.0000175328,0.0005579412,0.9425987,0.0004639148,0.00009127513,0.000775295,0.04318625,0.0009259075,0.000834444,0.003223764,0.007281601,0.00004348104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986966,0.0006057933,0.001855526,0.001733064,0.00003209536,0.0000832916,0.0001021893,0.00002305736,0.008598959],"genre_scores_gemma":[0.9988281,0.0001806012,0.0007745516,0.00003834733,0.000007592043,0.00001665809,0.00002851131,0.000002931854,0.0001227516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005642826,"threshold_uncertainty_score":0.0298425,"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."}}