{"id":"W4200136404","doi":"10.1093/geroni/igab046.497","title":"The Promising Impact of a Virtual Music Intervention for Persons With Dementia","year":2021,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Music Therapy and Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Affect (linguistics); Intervention (counseling); Dementia; Psychology; Cognition; Association (psychology); Choir; Clinical psychology; Social isolation; Gerontology; Psychiatry; Medicine; Psychotherapist; Disease; Communication","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":[0.0004774714,0.0002370587,0.0002281218,0.0003153813,0.0004130987,0.0004028891,0.000259399,0.0002986125,0.003476393],"category_scores_gemma":[0.001517629,0.00004738289,0.0003266789,0.00009795638,0.0001867477,0.00021305,0.0007701357,0.0002298775,0.0002483125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001855917,"about_ca_system_score_gemma":0.0003125693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007036038,"about_ca_topic_score_gemma":0.002346742,"domain_scores_codex":[0.9997651,0.0001287523,0.00001186007,0.00002163946,0.00003118425,0.00004139169],"domain_scores_gemma":[0.9996809,0.0001165637,0.0000380676,0.00001621428,0.00002221122,0.0001261658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005988478,0.01204851,0.03264889,0.001229374,0.0003106362,0.0003820164,0.001672164,0.000438681,0.008161692,0.0005975437,0.002722611,0.9337993],"study_design_scores_gemma":[0.005565699,0.09564003,0.8355025,0.001195407,0.0008332938,0.001309577,0.009330988,0.003033736,0.007823993,0.00369135,0.03597369,0.0000996597],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922637,0.0009952084,0.0005815505,0.0007085385,0.0001341421,0.0001229114,0.00005681269,0.0000569185,0.005080237],"genre_scores_gemma":[0.9967011,0.0004313003,0.001583794,0.0002226747,0.00006826844,0.00009746453,0.00004030125,0.000002533364,0.000852493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003476393,"threshold_uncertainty_score":0.01162964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05952321074842692,"score_gpt":0.3949730344643289,"score_spread":0.335449823715902,"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."}}