{"id":"W2160604901","doi":"10.5301/jva.5000313","title":"Barriers to Adopting a Fistula-First Policy in Europe: An International Survey among National Experts","year":2014,"lang":"en","type":"article","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Multidisciplinary approach; Family medicine; Vascular access; Fistula; Political science; Surgery; 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":[0.00643439,0.0001249807,0.0002801349,0.0003801181,0.0004792065,0.00006074945,0.001061295,0.00007107772,0.0002347302],"category_scores_gemma":[0.004365228,0.00008569242,0.0001144814,0.0006132518,0.00003960745,0.0005306237,0.0002095058,0.0004098456,0.00001237371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002861941,"about_ca_system_score_gemma":0.0004285505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003371553,"about_ca_topic_score_gemma":0.005729747,"domain_scores_codex":[0.9967418,0.001455268,0.0006651411,0.0001319105,0.0006699463,0.000335974],"domain_scores_gemma":[0.9977518,0.0004939263,0.000408346,0.0002313553,0.0007812852,0.0003332551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002022966,0.0001014944,0.9734381,0.00002192245,0.0001438488,0.000005308973,0.01241297,0.01014392,0.00008197997,0.0002872941,0.001679919,0.001480925],"study_design_scores_gemma":[0.0008718593,0.00006898226,0.9819784,0.0001442733,0.00002527928,0.000005452088,0.0006357946,0.001656872,0.00001461372,0.0001015927,0.01437034,0.0001265243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946716,0.00003524046,0.001662173,0.001744651,0.0004579061,0.000211124,0.00001002045,0.000008949534,0.00119827],"genre_scores_gemma":[0.9966179,0.0001659172,0.0001311529,0.002026148,0.0009607058,0.000006843377,0.000007793623,0.00002353681,0.00006005478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01269042,"threshold_uncertainty_score":0.52259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06066906159223602,"score_gpt":0.405407107332619,"score_spread":0.344738045740383,"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."}}