{"id":"W4328049748","doi":"10.1111/hdi.13077","title":"Evaluation of outcomes with permanent vascular access in an elderly Korean population based on the National Health Insurance Service database","year":2023,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Catholic Medical Center","keywords":"Medicine; Hazard ratio; Hemodialysis; Confidence interval; Arteriovenous fistula; Internal medicine; Proportional hazards model; Population; Surgery; Cardiology","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":[0.001099875,0.0001892635,0.0003585887,0.001621503,0.0002224185,0.0005642811,0.0003105033,0.0002050059,0.0009747196],"category_scores_gemma":[0.002861692,0.0001296837,0.0005336041,0.002168156,0.0001616853,0.0005629953,0.0005318386,0.0002570932,0.0001215294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003610797,"about_ca_system_score_gemma":0.0005319519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00616521,"about_ca_topic_score_gemma":0.006333125,"domain_scores_codex":[0.9993683,0.0001240794,0.0001871429,0.0001553009,0.00009361623,0.00007163759],"domain_scores_gemma":[0.99735,0.0003364167,0.001571559,0.0001775955,0.0003251705,0.0002392522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005323248,0.00001071191,0.9985386,0.00002710383,0.00007006753,0.00003224716,0.0000252472,0.00003246671,0.00003826769,0.00001348524,0.0001728277,0.000985734],"study_design_scores_gemma":[0.000008072456,0.0000324433,0.9989268,0.00001779729,0.00007095566,0.0001493455,0.0001326171,0.0003227879,0.00004179247,0.00001474626,0.0002793845,0.0000031273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922705,0.0004437204,0.000124489,0.00006608262,0.00000495194,0.00001928188,0.006728183,0.000005646034,0.0003371583],"genre_scores_gemma":[0.9933715,0.0002098015,0.000169712,0.00002876662,0.000007764348,0.00002748582,0.006128172,0.000001484233,0.00005534209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00616521,"threshold_uncertainty_score":0.01225865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390959481563223,"score_gpt":0.4369706344386753,"score_spread":0.297874686282353,"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."}}