{"id":"W4380448382","doi":"10.1093/ndt/gfad063d_5657","title":"#5657 FRAILTY AND VASCULAR ACCESS IN HEMODIALYSIS PATIENTS","year":2023,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Arteriovenous fistula; Internal medicine; Physical therapy; Cardiology; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004289571,0.0001461448,0.0003194535,0.0006650948,0.0004454521,0.0004634121,0.0001836478,0.0002973784,0.00728749],"category_scores_gemma":[0.001871834,0.00008920691,0.000246885,0.0008025431,0.0001933009,0.0002904465,0.0003471742,0.0005109222,0.0006509806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002601974,"about_ca_system_score_gemma":0.000338915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003206021,"about_ca_topic_score_gemma":0.002445899,"domain_scores_codex":[0.9997256,0.00006265484,0.00004410354,0.00004866965,0.00006666565,0.00005234424],"domain_scores_gemma":[0.9988306,0.000221253,0.0004529117,0.00005499362,0.0001421887,0.0002980558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001017482,0.00004866458,0.9954462,0.00002251737,0.00001892673,0.00008207156,0.00005735275,0.00002045406,0.0000887616,0.00002639682,0.0005358511,0.00355108],"study_design_scores_gemma":[0.000004527998,0.0001250252,0.9989272,0.00001976147,0.00001022112,0.000265856,0.00009057939,0.00006053294,0.00002032567,0.00004839408,0.0004248817,0.000002644268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958235,0.0009838517,0.00006209249,0.000241498,0.00002635254,0.00001104966,0.0009383711,0.000003540112,0.001909767],"genre_scores_gemma":[0.9984483,0.0002833265,0.00007080192,0.00006529954,0.00003149814,0.00001240291,0.000539539,0.0000013618,0.0005473836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00728749,"threshold_uncertainty_score":0.02437913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0390430859126876,"score_gpt":0.3466726954021261,"score_spread":0.3076296094894385,"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."}}