{"id":"W2139573109","doi":"10.1111/sdi.12046","title":"Understanding Surgical Preference and Practice in Hemodialysis Vascular Access Creation","year":2013,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Western University","funders":"","keywords":"Medicine; Vascular access; Preference; Hemodialysis; Intensive care medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00425684,0.00008926784,0.0001399844,0.0008079885,0.0005290686,0.001015017,0.0002727747,0.0004514965,0.003271248],"category_scores_gemma":[0.02722932,0.0001888387,0.0002346955,0.0005982972,0.0006184996,0.0009159008,0.0006111894,0.0005102129,0.0002617148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007079749,"about_ca_system_score_gemma":0.001028319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009327529,"about_ca_topic_score_gemma":0.01056227,"domain_scores_codex":[0.9972047,0.001490625,0.0003094596,0.0001765634,0.000529138,0.0002895527],"domain_scores_gemma":[0.9728229,0.01661553,0.006812285,0.0004228354,0.001410193,0.001916241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005172347,0.0001246571,0.9799445,0.00003496576,0.00002042,0.00009226555,0.008849223,0.0001244824,0.0001133595,0.0001300838,0.0004242329,0.01009007],"study_design_scores_gemma":[0.00001439298,0.0002479681,0.9549434,0.0001122964,0.00001760974,0.0007288065,0.04027257,0.001350436,0.0001510419,0.0004520555,0.001677544,0.00003175868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981919,0.0001265919,0.0001237974,0.000537982,0.000005769181,0.000005622289,0.0000358391,0.000001176188,0.0009713149],"genre_scores_gemma":[0.9995027,0.0001159551,0.0001237176,0.0001221348,0.000005591698,0.000004631681,0.0000259217,9.87808e-7,0.00009846524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009327529,"threshold_uncertainty_score":0.02251261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1341182988991997,"score_gpt":0.3937606709739211,"score_spread":0.2596423720747215,"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."}}