{"id":"W2986890014","doi":"10.1093/geroni/igaa057.3036","title":"Systematic Changes in Gait Pursuant to Choir Participation for Caregivers and Persons With Dementia","year":2020,"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":"Psychosocial; Dementia; Gait; Choir; Psychological intervention; Psychology; Cognition; Neuropsychology; Physical medicine and rehabilitation; Affect (linguistics); Clinical psychology; Gerontology; Medicine; Psychiatry","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":[0.001168753,0.0001929724,0.0003426011,0.0006073973,0.0005505161,0.0004845564,0.0002159842,0.0003076319,0.001125534],"category_scores_gemma":[0.004326335,0.0001236086,0.0003375191,0.0004004774,0.0002500263,0.0003607049,0.0009111853,0.000317725,0.0001263602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003166847,"about_ca_system_score_gemma":0.0003281144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005276701,"about_ca_topic_score_gemma":0.01482234,"domain_scores_codex":[0.9995849,0.0001590698,0.00004012428,0.0000806008,0.0000676869,0.00006765257],"domain_scores_gemma":[0.9989453,0.0001785107,0.0004808305,0.0001122054,0.0001401385,0.0001429386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006210402,0.0002332287,0.9732236,0.00006521567,0.0001163611,0.00008867674,0.001333141,0.00006568011,0.0006209313,0.00002960389,0.0001931217,0.02340939],"study_design_scores_gemma":[0.000006496683,0.0002154017,0.9987485,0.00001164477,0.00001890672,0.00004016977,0.0007176737,0.00005954507,0.00006238092,0.00002841117,0.00008816479,0.000002630074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995099,0.00009649076,0.00005001208,0.00002775935,0.000002250611,0.000008025486,0.0001084612,0.000002177113,0.0001949486],"genre_scores_gemma":[0.999582,0.00004930125,0.00007201475,0.00001140646,0.000002424169,0.0000120876,0.000146909,5.442146e-7,0.000123425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005276701,"threshold_uncertainty_score":0.01049197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08245051214933032,"score_gpt":0.3680392884351021,"score_spread":0.2855887762857718,"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."}}