{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002000371,0.0003058856,0.0004861282,0.0009603744,0.000560167,0.0007682969,0.0003793104,0.0006054631,0.002340436],"category_scores_gemma":[0.008310173,0.0003162322,0.000460456,0.0007377252,0.0005951626,0.0008595769,0.0004743508,0.0006142805,0.0003909444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004021309,"about_ca_system_score_gemma":0.0004669536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000786479,"about_ca_topic_score_gemma":0.0006800357,"domain_scores_codex":[0.9983487,0.0005601149,0.0001984671,0.0003922459,0.0003060008,0.0001943891],"domain_scores_gemma":[0.9907401,0.002575344,0.004107731,0.0008481293,0.000737445,0.0009912498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007855248,0.0002698092,0.9973314,0.000009138432,0.00005872504,0.0001101021,0.00009600538,0.00002408251,0.0001671501,0.00001329453,0.00005518822,0.001079596],"study_design_scores_gemma":[0.0001686657,0.002943114,0.994557,0.0000104206,0.00006580669,0.001301152,0.0003302532,0.0001912522,0.0001780575,0.0000251152,0.0002158391,0.00001334267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999635,0.00006838874,0.00006126043,0.000009834383,0.000004405189,0.00001613899,0.0000564757,0.000001805334,0.0001467185],"genre_scores_gemma":[0.9997023,0.00002459025,0.00005747911,0.00001345854,0.00001238542,0.00002208104,0.000133205,0.000002216445,0.00003233293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002340436,"threshold_uncertainty_score":0.01057911,"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."}}