{"id":"W2054837171","doi":"10.1038/sj.ki.5000151","title":"Economic implications of screening strategies in arteriovenous fistulae","year":2006,"lang":"en","type":"article","venue":"Kidney International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Health Economics; University of Calgary; University of Alberta","funders":"","keywords":"Arteriovenous fistula; Medicine; Intensive care medicine; Radiology","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":[0.006532917,0.0004472933,0.0005560202,0.002104923,0.001358125,0.004124691,0.001385303,0.004032038,0.01329361],"category_scores_gemma":[0.05307933,0.0004139734,0.0007790427,0.00170816,0.002143136,0.002173292,0.001446234,0.002554013,0.0003164357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006671336,"about_ca_system_score_gemma":0.007192034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03064605,"about_ca_topic_score_gemma":0.03923291,"domain_scores_codex":[0.9928058,0.004608871,0.0002099185,0.0001965776,0.0008130496,0.001365754],"domain_scores_gemma":[0.9536992,0.03658147,0.003152316,0.0004993207,0.002796672,0.003271101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00621357,0.00400371,0.2892582,0.0006219436,0.0005958651,0.00336727,0.000732492,0.09182608,0.001332974,0.2808553,0.05275433,0.2684382],"study_design_scores_gemma":[0.002487862,0.00346218,0.4416595,0.001554438,0.001305112,0.004517982,0.01380496,0.2104696,0.002450245,0.2694274,0.04850896,0.0003517505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6339576,0.008299016,0.009870686,0.2137697,0.0007981737,0.0005055207,0.002256148,0.0001067256,0.1304364],"genre_scores_gemma":[0.9930727,0.0009888355,0.0009832397,0.002190805,0.0002466559,0.00004564795,0.0001161214,0.000006741246,0.002349317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03064605,"threshold_uncertainty_score":0.06093538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02530883992550649,"score_gpt":0.3454813345841304,"score_spread":0.3201724946586239,"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."}}