{"id":"W4400232184","doi":"10.18103/mra.v12i6.5388","title":"Role of Indian Classical Music in Treating Alzheimer’s Disease and Related Dementias","year":2024,"lang":"en","type":"article","venue":"Medical Research Archives","topic":"Music Therapy and Health","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Interdisciplinary Research in Music Media and Technology","funders":"","keywords":"Dementia; Mood; Psychology; Verbal fluency test; Psychological intervention; Anxiety; MEDLINE; Disease; Music therapy; Medicine; Clinical psychology; Cognition; Psychiatry; Neuropsychology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001653244,0.00009627445,0.0001936766,0.0004861864,0.00009237969,0.00002301369,0.0002160172,0.00009803382,0.006536454],"category_scores_gemma":[0.0005515378,0.00007675896,0.00005172971,0.0003959789,0.0008165489,0.00004292291,0.0001088648,0.001080428,0.00006981336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001339106,"about_ca_system_score_gemma":0.0004151793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003728415,"about_ca_topic_score_gemma":0.0003105672,"domain_scores_codex":[0.9969344,0.001064882,0.0003553916,0.0003866226,0.0006793825,0.0005793872],"domain_scores_gemma":[0.9968956,0.002136705,0.00002195255,0.0002187707,0.00001076672,0.0007162175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003598133,0.0002636212,0.007760174,0.0001240892,0.000134285,0.000681516,0.02537223,2.743917e-7,0.0002791516,0.04951236,0.001343445,0.914169],"study_design_scores_gemma":[0.00283689,0.0009876185,0.7646135,0.002048636,0.00005248766,0.00004734105,0.005467203,0.006161797,0.00009646338,0.1630951,0.05427269,0.0003202754],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9195489,0.0306855,0.00002052539,0.00721512,0.0001728502,0.0004053888,0.00001641042,0.00004787889,0.04188749],"genre_scores_gemma":[0.9983405,0.0007159387,0.00005240234,0.0001038439,0.0001533842,0.0000672138,0.00001484472,0.00001862053,0.0005332179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9138488,"threshold_uncertainty_score":0.9943717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0819092824538873,"score_gpt":0.4426485044320861,"score_spread":0.3607392219781989,"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."}}