{"id":"W4377013208","doi":"10.1177/08919887231176755","title":"Virtual Group Music Therapy for Apathy in Parkinson’s Disease: A Pilot Study","year":2023,"lang":"en","type":"article","venue":"Journal of Geriatric Psychiatry and Neurology","topic":"Music Therapy and Health","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Apathy; Parkinson's disease; Music therapy; Physical medicine and rehabilitation; Psychology; Dementia; Medicine; Physical therapy; Gerontology; Psychiatry; Disease; Cognition; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001365989,0.000204788,0.0004798769,0.0006503038,0.0001364742,0.00001875364,0.0002549434,0.00009610924,0.000211832],"category_scores_gemma":[0.00003167038,0.0001719204,0.0001157887,0.0005810344,0.00005568443,0.0000862669,0.00002886224,0.0004749689,0.00001354343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000981533,"about_ca_system_score_gemma":0.0001284796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002457542,"about_ca_topic_score_gemma":0.00009893226,"domain_scores_codex":[0.9976673,0.0005841078,0.0007579973,0.0003668383,0.0001607307,0.0004630368],"domain_scores_gemma":[0.9986567,0.0003879145,0.0004471832,0.0002484831,0.00004271966,0.000217022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1054434,0.01205296,0.7694193,0.00008948747,0.0003821922,0.0006276353,0.006863725,0.00004093174,0.0002396035,0.01281121,0.04894368,0.04308588],"study_design_scores_gemma":[0.009641306,0.03696096,0.9183227,0.000006218948,0.00003575356,0.0001018697,0.0005157129,0.00001968196,1.044341e-7,0.005103221,0.02914424,0.0001481811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818205,0.002965087,0.0000818871,0.005192961,0.0090561,0.000752943,0.00001539993,0.00003340259,0.00008168362],"genre_scores_gemma":[0.9924642,0.001241871,0.00004162953,0.004024092,0.002022951,0.00007859236,0.000002718753,0.00003392242,0.00008996802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1489035,"threshold_uncertainty_score":0.7010712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04590321353193788,"score_gpt":0.3236311117643245,"score_spread":0.2777278982323866,"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."}}