{"id":"W2980746911","doi":"","title":"Reaching Consensus on Outcomes for Successful Cannulation of an Arteriovenous Fistula: Patient and Healthcare Provider Perspectives.","year":2019,"lang":"en","type":"article","venue":"PubMed","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Arteriovenous fistula; Health care; Vascular access; Patient care; Nursing; Medical emergency; 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":[0.06338358,0.000270571,0.0005672297,0.002614045,0.002431916,0.003980313,0.001147668,0.001577759,0.002270444],"category_scores_gemma":[0.2164902,0.0002356893,0.0007279384,0.001584104,0.00289344,0.003788458,0.005091775,0.002465602,0.0003583391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00308911,"about_ca_system_score_gemma":0.005668357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002056874,"about_ca_topic_score_gemma":0.002844078,"domain_scores_codex":[0.9313372,0.04785553,0.006630298,0.001337889,0.01047716,0.002362072],"domain_scores_gemma":[0.7806084,0.1210058,0.04131795,0.003303078,0.03842017,0.01534451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004411533,0.0003897932,0.5904177,0.0017692,0.0003818919,0.00083117,0.1754731,0.0005147214,0.0008258666,0.00403477,0.0148031,0.2101176],"study_design_scores_gemma":[0.0001361125,0.001623768,0.4327427,0.003815012,0.000368308,0.002684505,0.5155358,0.002503002,0.001705326,0.008897616,0.02967693,0.0003108546],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9297717,0.006154518,0.005558362,0.03822888,0.0003662614,0.0002559696,0.0004994874,0.00009560863,0.01906925],"genre_scores_gemma":[0.9956734,0.0009547944,0.001786147,0.001006502,0.00006283442,0.000124781,0.0001549639,0.00001604514,0.0002205764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06338358,"threshold_uncertainty_score":0.3352084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03859277162828276,"score_gpt":0.3232617521355802,"score_spread":0.2846689805072974,"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."}}