{"id":"W4416627309","doi":"10.1186/s12877-025-06611-3","title":"Evaluating the role of visit audio recordings in triadic dementia care: study protocol","year":2025,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dartmouth General Hospital","funders":"National Institute on Aging; York University; Dartmouth College","keywords":"Dementia; Protocol (science); Intervention (counseling); Resource (disambiguation); Interpersonal communication; Rehabilitation; MEDLINE","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":[0.06155317,0.003266338,0.004478167,0.00308528,0.005849087,0.003164729,0.003871461,0.00518862,0.0290652],"category_scores_gemma":[0.05740771,0.003711607,0.003479763,0.003322704,0.003489082,0.002866082,0.003553503,0.006360059,0.009524631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007146405,"about_ca_system_score_gemma":0.03582095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007389725,"about_ca_topic_score_gemma":0.01193068,"domain_scores_codex":[0.9686262,0.01924287,0.004837183,0.002776478,0.002637939,0.001879297],"domain_scores_gemma":[0.9588621,0.01450638,0.006389835,0.005538628,0.01118089,0.003522235],"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":[0.2740017,0.1136136,0.01859038,0.07834892,0.001922602,0.002297722,0.02149189,0.009195179,0.01054332,0.01144094,0.05955071,0.3990031],"study_design_scores_gemma":[0.4037456,0.1780979,0.06498805,0.03242626,0.002276414,0.000610683,0.01285896,0.00867866,0.009029029,0.01328097,0.2727291,0.001278333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001901815,0.00007388418,0.001791225,0.0000653887,0.00005038829,0.9952109,0.0004403965,0.0000269239,0.0004390699],"genre_scores_gemma":[0.0006410159,0.00003915687,0.001368241,0.0000321669,0.00000525325,0.9977978,0.00004682443,0.000001428585,0.00006814961],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06155317,"threshold_uncertainty_score":0.3255281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03964378513044416,"score_gpt":0.4217045406586455,"score_spread":0.3820607555282013,"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."}}