{"id":"W4401651957","doi":"10.1177/14713012241273837","title":"The effects of singing interventions on quality of life, mood and levels of agitation in community-dwelling people living with dementia: A quantitative systematic review","year":2024,"lang":"en","type":"review","venue":"Dementia","topic":"Music Therapy and Health","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alzheimer Society; National Institute for Health and Care Research; Alzheimer's Society","keywords":"Dementia; Psychological intervention; Singing; Mood; Quality of life (healthcare); Music therapy; Psychology; Psychosocial; Intervention (counseling); Gerontology; Medicine; Psychiatry; Psychotherapist","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005488952,0.0002441788,0.002113452,0.0002502134,0.0001187724,0.00001799281,0.0002463726,0.00009253615,0.00002906731],"category_scores_gemma":[0.0008203179,0.0001577559,0.0003437963,0.0004926224,0.00008075416,0.00004360835,0.00007205599,0.0004886194,0.000003871542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002943769,"about_ca_system_score_gemma":0.00008702526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003227651,"about_ca_topic_score_gemma":0.001294761,"domain_scores_codex":[0.9924879,0.004892577,0.002019903,0.0002026348,0.0002163914,0.000180557],"domain_scores_gemma":[0.9915794,0.005719218,0.002040963,0.0005026814,0.0001242428,0.00003346754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00000886184,0.0002180233,0.00007160737,0.9733955,0.002744824,3.73744e-7,0.00590777,5.613963e-7,7.045169e-7,0.01158905,0.00002389423,0.006038784],"study_design_scores_gemma":[0.0002365317,0.0004950465,0.0008850006,0.9901001,0.006308646,0.000001689708,0.001595788,0.000003918964,3.142407e-7,0.0001330316,0.000110085,0.0001298857],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001509285,0.9945095,0.001011163,0.00002058746,0.0002061401,0.002535406,0.00003960775,0.000009836936,0.0001584273],"genre_scores_gemma":[0.06720195,0.9322853,0.0001292947,0.0000370327,0.000006967219,0.0002726656,0.00001602305,0.00003009879,0.00002065039],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06569266,"threshold_uncertainty_score":0.6433101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1583235883190289,"score_gpt":0.4663560061078173,"score_spread":0.3080324177887884,"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."}}