{"id":"W1592834784","doi":"10.1111/hdi.12025","title":"Arteriovenous fistula for the 80 years and older patients on hemodialysis: Is it worth it?","year":2013,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Hemodialysis; Arteriovenous fistula; Referral; Population; Vascular access; Central venous catheter; Surgery; Internal medicine; Catheter","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001526629,0.0002251197,0.0005555689,0.0008776573,0.000343077,0.0006866656,0.0002689822,0.0008780608,0.0010455],"category_scores_gemma":[0.003399394,0.00009957531,0.0002952497,0.0008282425,0.0005696179,0.001617977,0.0003355982,0.0006771375,0.0002148619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001906417,"about_ca_system_score_gemma":0.0004238074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007164443,"about_ca_topic_score_gemma":0.001852332,"domain_scores_codex":[0.9996052,0.0001347517,0.00006120424,0.00003792713,0.0001092614,0.00005162424],"domain_scores_gemma":[0.9984092,0.0005475703,0.0005013797,0.00006455835,0.0001374421,0.0003397338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005531983,0.0000843824,0.8743861,0.0003319698,0.0001193863,0.001734994,0.0005446483,0.00005528574,0.0004676478,0.0004018305,0.00241682,0.1189038],"study_design_scores_gemma":[0.00004255169,0.0007375394,0.9709705,0.0009003426,0.0002887381,0.01085152,0.003947009,0.000312848,0.0001552282,0.001328985,0.01043313,0.00003169262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8766376,0.1079572,0.0009310694,0.01143207,0.0007501857,0.00002322384,0.0001202711,0.00001279037,0.002135499],"genre_scores_gemma":[0.9602929,0.03503801,0.0005746367,0.001445368,0.002150444,0.00001314924,0.0001273509,0.000004370578,0.0003538479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001526629,"threshold_uncertainty_score":0.008073628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03210677722097344,"score_gpt":0.3288627458076787,"score_spread":0.2967559685867053,"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."}}