{"id":"W4410940301","doi":"10.3389/fpsyg.2025.1551920","title":"Reporting Guidelines for Music-based Interventions: an update and validation study","year":2025,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Music Therapy and Health","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Psychology; Intervention (counseling); Applied psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002689898,0.000136451,0.0003697141,0.0004927494,0.0001101469,0.00002019214,0.0001702448,0.0001552577,0.0002023082],"category_scores_gemma":[0.0003522544,0.0001395235,0.00008336215,0.0002636503,0.00006550752,0.00007146674,0.00001768511,0.000162094,0.000003030115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002868801,"about_ca_system_score_gemma":0.00003316607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007735635,"about_ca_topic_score_gemma":0.0001993137,"domain_scores_codex":[0.9972589,0.000341111,0.001492974,0.0005712869,0.0000552598,0.0002804451],"domain_scores_gemma":[0.998652,0.00005098988,0.0006078872,0.0005082323,0.0001337422,0.00004714162],"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":[0.0007929057,0.001171996,0.2363387,0.00008048861,0.0001182882,0.00001411616,0.001201719,0.000009000107,0.00002261656,0.003227716,0.2151546,0.5418679],"study_design_scores_gemma":[0.02018196,0.00322075,0.6517625,0.000371115,0.0002194176,0.00002164903,0.01443011,0.001488334,0.00003506879,0.1619375,0.1456365,0.0006950565],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4639915,0.002105511,0.5168436,0.004979028,0.009369482,0.001457867,0.00001239013,0.00008238043,0.001158251],"genre_scores_gemma":[0.8217059,0.0001132014,0.1487964,0.0264045,0.0004784486,0.001413016,0.0001683191,0.0000578801,0.000862402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5411728,"threshold_uncertainty_score":0.5689602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2443230486459868,"score_gpt":0.534336238788166,"score_spread":0.2900131901421793,"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."}}