{"id":"W2104420409","doi":"10.5301/jva.5000017","title":"A Single Center Study of Clinical Success in Radiocephalic Fistula Creation","year":2011,"lang":"en","type":"article","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre","funders":"","keywords":"Medicine; Surgery; Arteriovenous fistula; Tourniquet; Fistula; Retrospective cohort study; Single Center; Hemodialysis access; Cephalic vein; Anastomosis; Forearm; Vascular access; Ligation; Vein; Hemodialysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004239342,0.0001099005,0.0006167251,0.0001732132,0.0001565873,0.000009635824,0.0006937545,0.00009968063,0.0003231322],"category_scores_gemma":[0.0001926663,0.00006599191,0.0002911207,0.0002890655,0.00005704799,0.0002709822,0.0001286247,0.0005653464,0.000005733277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006763067,"about_ca_system_score_gemma":0.000107264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001524692,"about_ca_topic_score_gemma":0.001107857,"domain_scores_codex":[0.995836,0.001830513,0.001584245,0.0001084143,0.0003865228,0.0002542753],"domain_scores_gemma":[0.9977975,0.0003336172,0.001149956,0.0003492109,0.0002771272,0.00009252437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000485408,0.003880204,0.9664935,0.00004640102,0.0002847869,0.00001450877,0.02564846,0.00003299873,0.00005255091,0.00001203349,0.0002105844,0.002838548],"study_design_scores_gemma":[0.004744064,0.0007469225,0.987727,0.000187757,0.0003873889,0.00000846399,0.005275905,0.00006331311,0.0000859209,0.0001571014,0.0005239873,0.00009218626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973574,0.000232445,0.0002753855,0.00008000022,0.0004401979,0.0004861309,0.000002243928,0.000004755344,0.00112149],"genre_scores_gemma":[0.999186,0.0003630896,0.00004811933,0.0001233696,0.0002266336,0.000004675296,0.000001204594,0.00001510835,0.00003177531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02123347,"threshold_uncertainty_score":0.3538071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1862483338442935,"score_gpt":0.4576128623843175,"score_spread":0.271364528540024,"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."}}