{"id":"W4309662472","doi":"10.1186/s12882-022-02987-1","title":"Study protocol for Vascular Access outcome measure for function: a vaLidation study In hemoDialysis (VALID)","year":2022,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto","funders":"National Health and Medical Research Council; Medical Research Council; PA Research Foundation","keywords":"Medicine; Psychological intervention; Nephrology; Hemodialysis; Dialysis; Protocol (science); Health care; Intensive care medicine; Emergency medicine; Internal medicine; Nursing; Pathology; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.06435255,0.003094678,0.004449106,0.003155525,0.004240363,0.003883139,0.00320037,0.005832726,0.1330442],"category_scores_gemma":[0.0945831,0.00263733,0.003326316,0.003604161,0.002186248,0.003114249,0.0025447,0.008142797,0.03055195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004581121,"about_ca_system_score_gemma":0.02389667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002428391,"about_ca_topic_score_gemma":0.004424946,"domain_scores_codex":[0.9627385,0.0212525,0.00755992,0.003101601,0.003732865,0.001614677],"domain_scores_gemma":[0.9107461,0.0303407,0.009042021,0.01305137,0.03296455,0.003855398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1463861,0.03029923,0.01124881,0.04528376,0.001269892,0.00118236,0.005970398,0.005053985,0.004215338,0.03049185,0.4811389,0.2374593],"study_design_scores_gemma":[0.1782555,0.01907215,0.0289982,0.02700099,0.0006124787,0.0004630632,0.002558306,0.007712433,0.003108939,0.02227498,0.7093437,0.000599308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001359744,0.0001484967,0.005560288,0.0003790925,0.0005246675,0.9821779,0.007130383,0.0001690918,0.002550484],"genre_scores_gemma":[0.0008122119,0.00004552782,0.003008072,0.0001535145,0.00002675855,0.9949598,0.0006400323,0.00001259941,0.0003414155],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1330442,"threshold_uncertainty_score":0.4450773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2228048959129832,"score_gpt":0.4739315043174029,"score_spread":0.2511266084044197,"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."}}