{"id":"W19957294","doi":"10.1093/joneph/20.3.288","title":"Autogenous arteriovenous fistula options","year":2007,"lang":"en","type":"article","venue":"Journal of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Arteriovenous fistula; Fistula; Hemodialysis; Hemodialysis access; Vascular access; Forearm; Multidisciplinary approach; General surgery; Intensive care medicine; Surgery","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":[0.001386622,0.0001113346,0.0004155381,0.0002391285,0.0004422351,0.000005112525,0.000199877,0.000226134,0.0008671627],"category_scores_gemma":[0.00006107297,0.00009009802,0.0002311439,0.0001576816,0.0000693158,0.00007456398,0.00004226506,0.0006946187,0.000179172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889476,"about_ca_system_score_gemma":0.0002487334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000594068,"about_ca_topic_score_gemma":0.0002656517,"domain_scores_codex":[0.9980385,0.0001918393,0.0008758413,0.0001061375,0.0001824746,0.0006052335],"domain_scores_gemma":[0.9983931,0.0003407793,0.0006146967,0.0001853265,0.0002524557,0.0002135961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007178318,0.006414456,0.1307947,0.000436739,0.003258568,0.007358012,0.108017,0.0006929048,0.2810707,0.02903408,0.2612097,0.1645348],"study_design_scores_gemma":[0.002033658,0.001432482,0.1683046,0.00004342772,0.0002354223,0.0008609582,0.00138237,0.00005106057,0.00007500286,0.002835076,0.8225416,0.0002043741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852128,0.0005336991,0.006180293,0.002447053,0.001193863,0.0001781597,0.000007050711,0.00002382778,0.004223231],"genre_scores_gemma":[0.9883523,0.0002022067,0.00222269,0.006939378,0.00159259,0.000002399403,0.000003983121,0.00002036418,0.0006640676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5613319,"threshold_uncertainty_score":0.9494823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03877175609091699,"score_gpt":0.3658984891998541,"score_spread":0.3271267331089371,"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."}}