{"id":"W7124180249","doi":"10.1371/journal.pmen.0000312","title":"Group music therapy for the proactive management of stress and anxiety","year":2025,"lang":"en","type":"article","venue":"PLOS mental health.","topic":"Music Therapy and Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research; Social Sciences and Humanities Research Council; Natural Sciences and Engineering Research Council of Canada; Canadian Institute for Advanced Research","keywords":"Music therapy; Anxiety; Mental health; Treatment and control groups; Group psychotherapy; Inclusion (mineral); Stress management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002888953,0.0001015973,0.0001746684,0.00003976878,0.0002622889,0.000007058009,0.0001223498,0.00004189669,0.0001948143],"category_scores_gemma":[7.315252e-7,0.00007060063,0.00004184212,0.0001070508,0.00007275605,0.00002660165,0.00003044173,0.0000942738,0.000002065613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006097716,"about_ca_system_score_gemma":0.00002791579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002421724,"about_ca_topic_score_gemma":0.00009412268,"domain_scores_codex":[0.9990913,0.00009123996,0.0002323046,0.0002354637,0.0000952929,0.0002543431],"domain_scores_gemma":[0.999483,0.0001121934,0.0001038349,0.0002382453,0.00001504479,0.00004768243],"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":[0.002210522,0.00159515,0.002824689,0.00127012,0.0009481899,4.872522e-7,0.01897365,2.153721e-7,0.00008961951,0.1555479,0.01275139,0.803788],"study_design_scores_gemma":[0.02115393,0.005034028,0.5786593,0.001882765,0.0001749833,0.000007685547,0.07682139,0.0003011504,0.002198883,0.01242046,0.300665,0.0006804952],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309875,0.0230039,0.001080948,0.01944935,0.001957871,0.01093374,0.0004182122,0.0000808863,0.01208753],"genre_scores_gemma":[0.9854899,0.005806775,0.0005002196,0.006153869,0.00007804715,0.0007484112,0.00002603544,0.00001602671,0.001180698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8031075,"threshold_uncertainty_score":0.287901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05498849080740208,"score_gpt":0.3680593625771315,"score_spread":0.3130708717697294,"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."}}