{"id":"W7117989867","doi":"10.1007/978-3-662-72175-9_20","title":"The Potential of Singing-Based Interventions to Support Communication and Psychosocial Well-Being in People Living with Communication Challenges","year":2025,"lang":"en","type":"book-chapter","venue":"Neurocultural health and wellbeing","topic":"Music Therapy and Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Psychosocial; Psychological intervention; Singing; Intervention (counseling); Quality of life (healthcare); Quality (philosophy); Social support","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":[0.0004498417,0.0002300053,0.00021494,0.0002498633,0.0004753341,0.001191623,0.0005642857,0.0009722303,0.01017881],"category_scores_gemma":[0.0007970029,0.00007487222,0.0003122137,0.0001867338,0.000657858,0.00101314,0.0008053822,0.001327158,0.0009277292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002781524,"about_ca_system_score_gemma":0.00101099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000827624,"about_ca_topic_score_gemma":0.003581322,"domain_scores_codex":[0.9998922,0.00004270965,0.000003794668,0.000009017326,0.00003276683,0.0000194374],"domain_scores_gemma":[0.9996169,0.0003125827,0.00001265541,0.000006843261,0.00001293814,0.00003802677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001443134,0.001051639,0.0008791908,0.001446362,0.00004053444,0.0003528814,0.006106685,0.0003810232,0.002544449,0.02614946,0.0404068,0.9204967],"study_design_scores_gemma":[0.000418317,0.00298097,0.04249396,0.007564881,0.0002226117,0.003574462,0.0332763,0.002581903,0.00352001,0.1103577,0.7929255,0.00008345382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1402693,0.1675625,0.009033212,0.05490607,0.006397756,0.0004332395,0.0002126427,0.0002208506,0.6209645],"genre_scores_gemma":[0.488628,0.2023511,0.041925,0.02033604,0.003399206,0.001251719,0.0002946085,0.0001073302,0.241707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01017881,"threshold_uncertainty_score":0.03405148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0271520118777657,"score_gpt":0.3331604718188343,"score_spread":0.3060084599410686,"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."}}