{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001469165,0.00009519308,0.000179559,0.000844747,0.0003642024,0.0009270859,0.0001926199,0.0004261965,0.001019323],"category_scores_gemma":[0.005330933,0.000067675,0.0001210042,0.0004506031,0.0003470428,0.0006750929,0.0002881954,0.0005699972,0.0001975335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005994407,"about_ca_system_score_gemma":0.0007876074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522767,"about_ca_topic_score_gemma":0.001545272,"domain_scores_codex":[0.9994423,0.0002077687,0.00007012425,0.00007551879,0.0001484713,0.00005578633],"domain_scores_gemma":[0.9979379,0.0007413745,0.0004297083,0.0001847814,0.0003019595,0.0004043255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004883038,0.0002901478,0.5271387,0.0002180648,0.000041354,0.007634123,0.0005107354,0.0002727754,0.00123596,0.002988482,0.009076593,0.4501047],"study_design_scores_gemma":[0.0001642063,0.002744955,0.5961947,0.001007788,0.0002626468,0.2071313,0.001073044,0.003853795,0.008470031,0.006557147,0.1724655,0.00007485633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.884903,0.03812693,0.009288981,0.009310097,0.0008363288,0.0001990333,0.000767263,0.0004026795,0.05616575],"genre_scores_gemma":[0.9860607,0.004887079,0.004364588,0.001221544,0.0004028809,0.00004588564,0.0002308713,0.00001457409,0.002771919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001522767,"threshold_uncertainty_score":0.007769763,"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."}}