{"id":"W1964241878","doi":"10.1016/j.jvs.2014.08.043","title":"Fistula Outcomes in Octogenarians: Is a Fistula First Approach Appropriate?","year":2014,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Dialysis; Hemodialysis; Arteriovenous fistula; Life expectancy; Fistula; Retrospective cohort study; Population; Cohort; Kidney disease; Quality of life (healthcare); Surgery; Internal medicine; Nursing","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":[0.002087762,0.0002153186,0.001064535,0.0004551274,0.00009786323,0.00003103488,0.0001693642,0.0001378792,0.0001050895],"category_scores_gemma":[0.0008005905,0.0001639613,0.001078473,0.0004458136,0.00006478566,0.0001517287,0.00004031214,0.0003989145,0.00002766831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000871029,"about_ca_system_score_gemma":0.0001579739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004029753,"about_ca_topic_score_gemma":0.000005257189,"domain_scores_codex":[0.9977086,0.000169994,0.0009988064,0.0002332247,0.0005766322,0.0003127815],"domain_scores_gemma":[0.9979766,0.0006409632,0.000437238,0.0005069871,0.000212946,0.0002252618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003178699,0.002050499,0.9717896,0.0003239332,0.0008621273,0.000186514,0.0006472021,0.0001701763,0.0004028276,0.0004173683,0.01156535,0.01126656],"study_design_scores_gemma":[0.001608966,0.000168053,0.8494726,0.0005672866,0.0005013291,0.00117823,0.0003096204,0.001351327,0.0006203402,0.0009241695,0.14279,0.0005080809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821225,0.001143102,0.008953953,0.004873485,0.0004010069,0.0002690946,0.000004214587,0.00002623819,0.002206414],"genre_scores_gemma":[0.9960883,0.0002722123,0.001820191,0.001190134,0.0002934382,0.00001888549,0.000009331667,0.00003070419,0.0002768292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1312246,"threshold_uncertainty_score":0.6686149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02601288495482127,"score_gpt":0.2546834101560402,"score_spread":0.2286705252012189,"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."}}