{"id":"W4319656675","doi":"10.1111/hdi.13075","title":"Outcomes of operative intervention for ulcers over hemodialysis arteriovenous access","year":2023,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Hemodialysis; Fistula; Arteriovenous fistula; Stenosis; Anastomosis; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005210489,0.0002294997,0.0002540156,0.0009202957,0.0006478787,0.0007298698,0.0002921826,0.0002965245,0.003386697],"category_scores_gemma":[0.003349037,0.0001397783,0.0003936152,0.000687938,0.0003616095,0.0003686366,0.0006281997,0.0005240226,0.0003165956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00045501,"about_ca_system_score_gemma":0.0005698699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005317425,"about_ca_topic_score_gemma":0.0008886398,"domain_scores_codex":[0.9993411,0.00009573463,0.0001187487,0.00007901668,0.000167115,0.0001982868],"domain_scores_gemma":[0.9957229,0.0008815252,0.002068208,0.0001316857,0.0002590827,0.0009365495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001933041,0.0001003768,0.9869751,0.00007690345,0.00005407335,0.003121556,0.0001885252,0.00007028102,0.0004027121,0.00004413132,0.0002909106,0.008482189],"study_design_scores_gemma":[0.00001721872,0.0006264066,0.9657782,0.0001087238,0.00005628715,0.03033986,0.001198361,0.0002332392,0.0006459391,0.0001157008,0.0008643423,0.00001562212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978548,0.0008762244,0.0001392206,0.00006640644,0.00001573676,0.00001339281,0.0001695342,0.000006696043,0.0008580488],"genre_scores_gemma":[0.9989051,0.0004848607,0.0001070386,0.00003089321,0.00002412495,0.00001006672,0.0002877747,0.000002604019,0.0001474232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003386697,"threshold_uncertainty_score":0.01132965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06270395004918838,"score_gpt":0.4330786214543816,"score_spread":0.3703746714051932,"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."}}