{"id":"W4388105644","doi":"10.47513/mmd.v15i4.942","title":"A personal reflection on challenges facing music therapy education, training and clinical practice","year":2023,"lang":"en","type":"article","venue":"Music and Medicine","topic":"Music Therapy and Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Music therapy; Honor; Inclusion (mineral); Action (physics); Engineering ethics; Medical education; Psychology; Music education; Pedagogy; Public relations; Medicine; Political science; Sociology; Psychotherapist; Engineering; Computer science; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01505,0.0009971291,0.0009832816,0.00105225,0.01499922,0.01586471,0.002828904,0.01609481,0.005990637],"category_scores_gemma":[0.04388344,0.0005990113,0.001003184,0.0014476,0.0190555,0.01168454,0.0107304,0.03408015,0.002868063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004191684,"about_ca_system_score_gemma":0.00842349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002099553,"about_ca_topic_score_gemma":0.00325616,"domain_scores_codex":[0.9700598,0.02198244,0.000721991,0.001502484,0.003801811,0.001931503],"domain_scores_gemma":[0.9795925,0.01212606,0.001094181,0.0006095097,0.002137527,0.004440325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004928747,0.0002045221,0.0007701413,0.0004969771,0.00001824508,0.002475826,0.2523481,0.0002255533,0.0007719157,0.03445473,0.6604697,0.04771493],"study_design_scores_gemma":[0.00002138615,0.0001059277,0.0006307005,0.001356276,0.000009055449,0.003065147,0.1838049,0.0001891585,0.0001797282,0.01265392,0.7979211,0.00006261126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006370699,0.01322609,0.002180643,0.9266971,0.02364611,0.0000578069,0.00001736973,0.00009531219,0.02770875],"genre_scores_gemma":[0.2021787,0.03710492,0.01078722,0.6264853,0.02684134,0.0004586854,0.00003895923,0.0003286692,0.09577615],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01609481,"threshold_uncertainty_score":0.07959294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4383799366332873,"score_gpt":0.5186451780165723,"score_spread":0.080265241383285,"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."}}