{"id":"W3123392619","doi":"10.34067/kid.0006262020","title":"The Arteriovenous Fistula and Progression of Kidney Disease","year":2021,"lang":"en","type":"letter","venue":"Kidney360","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arteriovenous fistula; Medicine; Kidney disease; Disease; Radiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003801103,0.0003269715,0.0006310157,0.00007254037,0.00117233,0.00004054037,0.000311781,0.0006190164,0.0004536145],"category_scores_gemma":[0.0008821525,0.0002126125,0.0002825446,0.0001519775,0.0002267303,0.00004220798,0.0002759625,0.001919655,0.00004812872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001052574,"about_ca_system_score_gemma":0.001807705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007250249,"about_ca_topic_score_gemma":0.00001269068,"domain_scores_codex":[0.9969739,0.0005850671,0.0006752193,0.0004904134,0.0004989118,0.0007764598],"domain_scores_gemma":[0.9972461,0.0004794737,0.0005277565,0.0008636608,0.0001977803,0.0006852135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004624991,0.00005367793,0.001678094,0.001215974,0.0001056263,0.0001919512,0.0009466368,3.995528e-8,0.00006079926,0.00004021331,0.9917935,0.003867306],"study_design_scores_gemma":[0.0004166857,0.00005489488,0.001010553,0.001214671,0.0002554854,0.000003136228,0.0001307037,0.00002533108,0.00000821429,0.0003652736,0.9962837,0.0002314188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001978906,0.003443656,0.00001993893,0.9873887,0.001733709,0.001186453,0.0009296889,0.00006603369,0.003252886],"genre_scores_gemma":[0.002739399,0.002998343,0.0001641772,0.9633427,0.004917882,0.0003454559,0.002148734,0.0001351319,0.02320822],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02404607,"threshold_uncertainty_score":0.9016731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02778163949983795,"score_gpt":0.3347918024095186,"score_spread":0.3070101629096806,"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."}}