{"id":"W7117299468","doi":"10.1002/alz70858_104941","title":"Co‐creating CUE‐D: A Voice Assistant for People Living with Dementia","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Dementia; Personhood; Assisted living; Test (biology); Activities of daily living; Independent living; Participant observation; Health care","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00151926,0.0007367044,0.000305883,0.0006370777,0.0005947928,0.0009019102,0.001148456,0.0009671015,0.005745758],"category_scores_gemma":[0.007649011,0.0001849859,0.0006775477,0.0002267425,0.0004161923,0.00125521,0.002414446,0.0004233091,0.001783947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002249798,"about_ca_system_score_gemma":0.0007540553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006738497,"about_ca_topic_score_gemma":0.001813929,"domain_scores_codex":[0.9991556,0.00042692,0.00009061358,0.00009840421,0.0001571369,0.00007130325],"domain_scores_gemma":[0.997373,0.001283091,0.0001666978,0.0002665221,0.0004455291,0.0004651967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.002080647,0.001166414,0.01697559,0.002508487,0.00008153624,0.001983378,0.01474016,0.0003532362,0.02753035,0.0004457442,0.02151804,0.9106165],"study_design_scores_gemma":[0.002442695,0.02537303,0.1176826,0.004341663,0.001559536,0.04443935,0.05373009,0.01405074,0.09704206,0.007640398,0.6305043,0.00119362],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7935678,0.006081501,0.1529137,0.00230138,0.000618093,0.002196545,0.001384108,0.0134466,0.02749028],"genre_scores_gemma":[0.7929946,0.002576328,0.1892222,0.001473766,0.0002086506,0.001712086,0.0008416648,0.0003306487,0.01064008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005745758,"threshold_uncertainty_score":0.01922148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01744223833459462,"score_gpt":0.2883373761103213,"score_spread":0.2708951377757267,"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."}}