{"id":"W7116876932","doi":"10.34067/kid.0000001100","title":"Should AV Fistulas be Ligated Electively after Successful Kidney Transplantation: Commentary","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Kidney; Kidney disease; Renal artery; MEDLINE; Nephrectomy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003239381,0.0002684451,0.0004189405,0.0002091304,0.0007955589,0.00002696715,0.0002662952,0.0002833497,0.002840631],"category_scores_gemma":[0.00009012518,0.0002465091,0.0002022058,0.0005528788,0.00007869285,0.0001584164,0.00006866869,0.0006998043,0.0001714458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003082305,"about_ca_system_score_gemma":0.0005432435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001009646,"about_ca_topic_score_gemma":0.0005959247,"domain_scores_codex":[0.9976703,0.000324898,0.0005742157,0.0004453103,0.0002713054,0.0007139797],"domain_scores_gemma":[0.9986862,0.0002378401,0.0001206813,0.000375938,0.0001461171,0.0004332416],"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":[0.0008706129,0.0003818759,0.1881655,0.0007523984,0.0003519774,0.00006787899,0.008482322,0.00000294306,0.001813325,0.0006372459,0.7973926,0.001081279],"study_design_scores_gemma":[0.004168572,0.0001333241,0.08494367,0.0008202487,0.0006598011,0.000003544998,0.0011406,0.0002056086,0.003868156,0.001297336,0.9021745,0.0005846891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6503702,0.000555157,0.002177782,0.2716812,0.003121707,0.002545246,0.001925188,0.000594813,0.06702866],"genre_scores_gemma":[0.8217254,0.0003318114,0.0002614748,0.1692584,0.0003012777,0.0003570052,0.0006908298,0.00003738836,0.007036451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1713551,"threshold_uncertainty_score":0.9999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02985941884418076,"score_gpt":0.3556282245078508,"score_spread":0.32576880566367,"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."}}