{"id":"W4406225593","doi":"10.1002/alz.094322","title":"RoboZen: Humanoid Robots Administer Mindfullness Based Stress Releif Therapy to people with dementia and help them relax and improve mood and cognition","year":2024,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Mind wandering and attention","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mood; Dementia; Humanoid robot; Cognition; Psychology; Robot; Applied psychology; Stress (linguistics); Psychotherapist; Clinical psychology; Medicine; Computer science; Psychiatry; Artificial intelligence; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007364215,0.0003805321,0.0002292596,0.0002423622,0.0002122117,0.0004525287,0.0005610861,0.0003878069,0.004982842],"category_scores_gemma":[0.0018364,0.00010184,0.0004132186,0.00007856433,0.0003214641,0.0005097606,0.0007196619,0.0003461226,0.0007335359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002041784,"about_ca_system_score_gemma":0.0004313691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004290498,"about_ca_topic_score_gemma":0.0008856913,"domain_scores_codex":[0.9997526,0.0001077734,0.00001690485,0.00003759727,0.00006188913,0.00002329419],"domain_scores_gemma":[0.9995984,0.0002074699,0.00005713241,0.00003540537,0.00004442612,0.0000571998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.007033661,0.004805799,0.007493027,0.005470059,0.0002378754,0.0003931477,0.004488871,0.00123172,0.07769855,0.001181583,0.01153896,0.8784268],"study_design_scores_gemma":[0.01120537,0.1203317,0.2381143,0.007101558,0.002022994,0.007110619,0.01209719,0.0187314,0.1796715,0.007289115,0.395646,0.0006783211],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9021053,0.006630278,0.06109876,0.00138462,0.0004011861,0.003577898,0.0008818805,0.002752701,0.02116724],"genre_scores_gemma":[0.892245,0.003371759,0.08373895,0.0009482973,0.0001379501,0.005295557,0.0005495656,0.0001001392,0.01361286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004982842,"threshold_uncertainty_score":0.01666921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03280876544635233,"score_gpt":0.2600514435684053,"score_spread":0.227242678122053,"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."}}