{"id":"W2944417094","doi":"10.3389/fpsyg.2019.01038","title":"A Pilot Study Investigating the Effect of Music-Based Intervention on Depression and Anhedonia","year":2019,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Music Therapy and Health","field":"Psychology","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University Health Network; University of Toronto","funders":"University of Toronto; University Health Network","keywords":"Anhedonia; Psychology; Depression (economics); Intervention (counseling); Clinical psychology; Cognitive psychology; Psychotherapist; Psychiatry; Pleasure","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001380186,0.0001502952,0.0003390536,0.0002124282,0.00005163112,0.00000643356,0.0002128379,0.00007725926,0.000294095],"category_scores_gemma":[0.00004028977,0.0001032317,0.00004200012,0.000197398,0.0001334482,0.00002768078,0.00002535652,0.000374189,0.00002289695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001969598,"about_ca_system_score_gemma":0.00000823962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000230121,"about_ca_topic_score_gemma":0.00008995049,"domain_scores_codex":[0.9974875,0.001383371,0.00035887,0.0004182096,0.0001074688,0.0002445726],"domain_scores_gemma":[0.9989393,0.0002663363,0.0002049475,0.0005331514,0.0000113964,0.00004481528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002687279,0.0005734335,0.9051058,0.0000471179,0.0000477729,0.00000383705,0.002061039,0.000007023801,0.0004274178,0.00009314635,0.008062145,0.08088401],"study_design_scores_gemma":[0.0111794,0.02434485,0.9613917,0.0001567396,0.00002282527,0.00000489719,0.0008276459,0.0001540386,0.00009559922,0.0009942916,0.0006974496,0.0001305287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897485,0.000651251,0.000938171,0.0002316636,0.004324359,0.001204613,0.000002615237,0.0000232883,0.002875477],"genre_scores_gemma":[0.9982803,0.000004261269,0.0002937784,0.001172386,0.0000553904,0.0001049873,0.000003298019,0.00001892098,0.00006665706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08075348,"threshold_uncertainty_score":0.4209665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03548319566061189,"score_gpt":0.3678428610771869,"score_spread":0.332359665416575,"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."}}