{"id":"W2966370947","doi":"10.1093/ndt/gfz148","title":"Identifying critically important vascular access outcomes for trials in haemodialysis: an international survey with patients, caregivers and health professionals","year":2019,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto; University Health Network","funders":"Medical Research Council; Royal Australasian College of Physicians; Canadian Society of Transplantation; Kidney Health New Zealand; British Renal Society; Kidney Foundation of Canada; Canadian Society of Nephrology; Kidney Health Australia; Polycystic Kidney Disease Charity; Renal Society of Australasia; National Health and Medical Research Council; Australian and New Zealand Society of Nephrology; PKD Foundation","keywords":"Medicine; Likert scale; Competence (human resources); Vascular access; Scale (ratio); Family medicine; Multinomial logistic regression; Physical therapy; Hemodialysis; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.006428665,0.0002715012,0.001414956,0.000532199,0.000372897,0.00005260367,0.0002970803,0.0002728467,0.0002084812],"category_scores_gemma":[0.0002861001,0.0002118251,0.0002434393,0.0003020944,0.00005882841,0.0007091888,0.00003172342,0.0003135565,0.000008018556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001840426,"about_ca_system_score_gemma":0.0003208989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002743736,"about_ca_topic_score_gemma":0.02270889,"domain_scores_codex":[0.9942633,0.002454411,0.001576494,0.0006844427,0.0004157686,0.000605621],"domain_scores_gemma":[0.9963917,0.001942791,0.0007158369,0.0003064716,0.0004608846,0.0001823339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001079048,0.0003147382,0.98856,0.0002564212,0.0004503586,0.00000278849,0.007632998,0.00007693633,0.00005595445,0.0002909267,0.00008068323,0.001199189],"study_design_scores_gemma":[0.006938371,0.0002396566,0.9902307,0.0001247701,0.0004622051,5.140774e-7,0.0009820175,0.000423154,0.00001180338,0.0002227807,0.0001358706,0.0002281292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904987,0.00005733292,0.003905385,0.001780071,0.0004936238,0.002631832,0.0005540669,0.00004279461,0.00003623161],"genre_scores_gemma":[0.9897619,0.0008789551,0.0008559533,0.003407225,0.00008125383,0.000437649,0.004504906,0.00003547279,0.00003664925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01996515,"threshold_uncertainty_score":0.9951241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09084697048705405,"score_gpt":0.4300414235800708,"score_spread":0.3391944530930168,"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."}}