{"id":"W4391999086","doi":"10.1016/j.jvs.2024.02.020","title":"Temporal trends in hemodialysis access creation during the fistula first era","year":2024,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada); University of Toronto","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Hemodialysis access; Hemodialysis; Fistula; General surgery; Intensive care medicine; Surgery; Vascular access","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":[0.002635217,0.0001512279,0.0005532147,0.0009220244,0.0004380938,0.0001001712,0.0002373635,0.000132812,0.0008692415],"category_scores_gemma":[0.0001547505,0.00009628581,0.00104707,0.001102267,0.00003399411,0.0004118307,0.00007145606,0.0007909256,0.00002490723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003601217,"about_ca_system_score_gemma":0.0002606018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004977841,"about_ca_topic_score_gemma":0.0008133804,"domain_scores_codex":[0.9975034,0.0004407696,0.001024903,0.0001760718,0.0004644764,0.0003904069],"domain_scores_gemma":[0.9982808,0.0008841086,0.0003438318,0.000265733,0.0001166902,0.0001088233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001562721,0.0002434466,0.9382707,0.0005670429,0.0008322583,0.0005191339,0.007202082,0.001129633,0.0001382905,0.0000507416,0.02325126,0.02763911],"study_design_scores_gemma":[0.0006004767,0.00002270484,0.9087128,0.001039091,0.0003824234,0.00003551591,0.0006314992,0.001146367,0.00006669173,0.0001829371,0.08693845,0.0002410544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914387,0.002883392,0.0002103435,0.003701729,0.001217471,0.0001068616,0.000008924101,0.00002451667,0.0004080258],"genre_scores_gemma":[0.9967087,0.001529423,0.000031965,0.0001516072,0.0009562905,0.00001412242,0.00001707052,0.00002703232,0.0005637687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06368718,"threshold_uncertainty_score":0.9517585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03985132665725213,"score_gpt":0.3536547769845512,"score_spread":0.3138034503272991,"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."}}