{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02385371,0.0002707075,0.0006163651,0.001482766,0.001106238,0.001448368,0.0004320022,0.0007710864,0.001089759],"category_scores_gemma":[0.05689594,0.0003155732,0.0008594781,0.001238809,0.0008407523,0.001865244,0.002832577,0.001106664,0.0001597406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001512119,"about_ca_system_score_gemma":0.002532666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002295547,"about_ca_topic_score_gemma":0.002154173,"domain_scores_codex":[0.9871491,0.007499777,0.002547918,0.0005744288,0.001433219,0.0007956257],"domain_scores_gemma":[0.9655548,0.01466226,0.0121302,0.0008427723,0.004293751,0.00251614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003853467,0.0002413914,0.8716469,0.001860097,0.0002545143,0.0003634018,0.07957227,0.000143673,0.000663149,0.0003001773,0.003167124,0.041402],"study_design_scores_gemma":[0.0001197467,0.001130622,0.7752697,0.001622138,0.0001828492,0.001256955,0.2077731,0.0008991504,0.0004660471,0.0004355446,0.01071928,0.0001249532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957561,0.001081249,0.000444338,0.001319106,0.00002586658,0.0001965501,0.0003361485,0.000006642124,0.0008340288],"genre_scores_gemma":[0.9960093,0.001213417,0.001172591,0.0008066121,0.00002583418,0.0003955721,0.000260675,0.000004062467,0.0001118801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02385371,"threshold_uncertainty_score":0.126152,"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."}}