{"id":"W2000957650","doi":"10.1093/jmt/44.4.308","title":"The Temporal Limits of Cognitive Change from Music Therapy in Elderly Persons with Dementia or Dementia-Like Cognitive nmpairment: A Randomized Controlled Trial","year":2007,"lang":"en","type":"article","venue":"Journal of Music Therapy","topic":"Music Therapy and Health","field":"Psychology","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"Waypoint Centre for Mental Health Care","funders":"","keywords":"Dementia; Music therapy; Randomized controlled trial; Psychology; Cognition; Gerontology; Psychotherapist; Psychiatry; Medicine; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007842384,0.0005232167,0.002387522,0.000491521,0.0002983121,0.00007049028,0.0004452211,0.0002686126,0.00385868],"category_scores_gemma":[0.0001496347,0.0002708175,0.0008027434,0.0005044639,0.0004894789,0.0002416679,0.00001721563,0.0007974323,0.0000079099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006440594,"about_ca_system_score_gemma":0.0004196374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007810812,"about_ca_topic_score_gemma":0.003019483,"domain_scores_codex":[0.9934275,0.002283281,0.002237964,0.0004118494,0.0008450163,0.000794348],"domain_scores_gemma":[0.9888406,0.007067101,0.00304125,0.0002952853,0.0005274442,0.0002283662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8551263,0.002130709,0.001331974,0.000005654439,0.007953128,0.0001641155,0.05050049,2.399787e-7,0.0001235003,0.0001057522,0.0004969115,0.0820613],"study_design_scores_gemma":[0.9582217,0.0137296,0.008414842,0.0004714779,0.0006034467,0.00004131292,0.01606939,0.000006214649,0.0001009875,0.0002965116,0.001724242,0.0003203188],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967262,0.01993772,0.001055286,0.0006996662,0.002475204,0.007817674,0.00004287564,0.00002171654,0.0006878214],"genre_scores_gemma":[0.990096,0.003732388,0.0001346208,0.003684054,0.001606414,0.0004829302,0.00001426073,0.00007009936,0.0001792662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1030954,"threshold_uncertainty_score":0.9999744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08141885823643152,"score_gpt":0.3469749733647981,"score_spread":0.2655561151283666,"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."}}