{"id":"W4414206623","doi":"10.1177/20543581251368777","title":"Assessing Cognition in Kidney Failure Using Virtual Reality Technology: A Clinical Research Protocol","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Seven Oaks General Hospital; University of Alberta; Nova Scotia Health Authority; Dalhousie University","funders":"Nova Scotia Health Research Foundation","keywords":"Cognition; Psychological intervention; Protocol (science); Virtual reality; Identification (biology); Clinical research; Research design; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02568522,0.003100705,0.005159097,0.003146935,0.005065383,0.002502807,0.003667996,0.003463534,0.02526403],"category_scores_gemma":[0.01500796,0.002149887,0.003813253,0.003275186,0.00188659,0.003074024,0.003137164,0.004782393,0.00669243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006004486,"about_ca_system_score_gemma":0.0279488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004128148,"about_ca_topic_score_gemma":0.008840722,"domain_scores_codex":[0.9884015,0.005265324,0.002474189,0.001186672,0.001532494,0.001139819],"domain_scores_gemma":[0.989518,0.002051936,0.001655204,0.001091488,0.003879092,0.001804242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1857221,0.1452004,0.06684061,0.05809001,0.00231901,0.005515455,0.0114585,0.02254199,0.008150985,0.01927844,0.1159875,0.358895],"study_design_scores_gemma":[0.2825086,0.1279403,0.2345901,0.0285391,0.001798464,0.001979214,0.008878949,0.01669087,0.00494873,0.01604647,0.2746665,0.00141288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004117712,0.0001784285,0.00213307,0.0001454906,0.00005361443,0.9909644,0.001280514,0.00003033584,0.001096561],"genre_scores_gemma":[0.003165383,0.0001858025,0.003190467,0.00009570573,0.00001996396,0.9926383,0.0004814795,0.000002392243,0.0002204424],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02568522,"threshold_uncertainty_score":0.135838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117698193982155,"score_gpt":0.4868725581624099,"score_spread":0.3691743641802548,"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."}}