{"id":"W2180390686","doi":"10.1093/joneph/20.6.656","title":"The native arteriovenous fistula in 2007 Surveillance and monitoring","year":2007,"lang":"en","type":"article","venue":"Journal of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Stenosis; Angioplasty; Percutaneous; Venography; Radiology; Cardiology; Thrombosis; Concomitant; Vascular access; Arteriovenous fistula; Internal medicine; 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":[0.002233906,0.00007074581,0.0002536089,0.00009811181,0.0003173478,0.000005941031,0.000108399,0.0001075132,0.00002217885],"category_scores_gemma":[0.000121823,0.00004591293,0.00005178729,0.000101462,0.00007481185,0.00004657841,0.00003521398,0.0005716704,0.000005483816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001190953,"about_ca_system_score_gemma":0.00007781597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007909918,"about_ca_topic_score_gemma":0.0008236163,"domain_scores_codex":[0.9986412,0.0002319211,0.0005354151,0.00007465336,0.0001159261,0.0004009148],"domain_scores_gemma":[0.99819,0.001161615,0.0003687798,0.00008530039,0.0001138169,0.00008045921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001099095,0.0001266529,0.9438943,0.00002472679,0.0001191413,0.000292438,0.01265472,0.00001352582,0.003038427,0.0003524159,0.00313568,0.03524883],"study_design_scores_gemma":[0.0007591654,0.0002278938,0.9318061,0.0000259671,0.000008693743,0.00005884835,0.001949553,0.00001426476,0.0000199523,0.0005834113,0.06449469,0.00005142882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949313,0.001460278,0.0001707201,0.001750375,0.0008386552,0.0001042381,0.000001237516,0.000003442349,0.0007397659],"genre_scores_gemma":[0.9972419,0.001101819,0.0001139839,0.0006186661,0.0007877794,0.000001491418,1.897543e-7,0.000007141707,0.0001270902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06135901,"threshold_uncertainty_score":0.2483655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02712907792071178,"score_gpt":0.3596103593725192,"score_spread":0.3324812814518074,"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."}}