{"id":"W3112383282","doi":"10.1002/alz.047719","title":"Raising our voices: The impact of a dementia choir on well‐being and quality of life","year":2020,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Music Therapy and Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Dementia; Psychosocial; Psychology; Psychological intervention; Choir; Quality of life (healthcare); Gerontology; Social engagement; Cognition; Clinical psychology; Developmental psychology; Medicine; Psychotherapist; Psychiatry; Disease; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000726207,0.0001776515,0.0003657077,0.00004603799,0.000123288,0.00001834694,0.0002356011,0.00007986575,0.001197331],"category_scores_gemma":[0.00003480138,0.0001262212,0.0001621115,0.0001695448,0.00006878932,0.00006717494,0.00006321308,0.0001910447,0.00004067423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002797049,"about_ca_system_score_gemma":0.00006609377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002198329,"about_ca_topic_score_gemma":0.00006294266,"domain_scores_codex":[0.9981907,0.0003898234,0.0006141014,0.0003007351,0.0002060511,0.0002985974],"domain_scores_gemma":[0.9988183,0.0001702227,0.0004447903,0.0003650664,0.00004664361,0.000154956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004684843,0.001457883,0.5026736,0.0002251854,0.1365281,0.000008229033,0.1002725,0.0001387927,0.01780818,0.03836525,0.04941085,0.1484266],"study_design_scores_gemma":[0.004269099,0.001598094,0.9711015,0.00007797693,0.006071213,0.000002167675,0.003519786,0.0001325798,0.002796512,0.0009299348,0.009014679,0.0004865167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519145,0.03848284,0.0003535194,0.002703755,0.000306033,0.0004245841,0.00002009031,0.00003210066,0.005762579],"genre_scores_gemma":[0.9972307,0.00007880226,0.0001085782,0.002358565,0.0001823185,0.000009700037,0.000006407673,0.00002130131,0.000003614014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4684279,"threshold_uncertainty_score":0.9997157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1472761836835046,"score_gpt":0.4111676552180568,"score_spread":0.2638914715345522,"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."}}