{"id":"W4413735947","doi":"10.33137/jrmh.v8i2.45342","title":"Assessment of Songwriting Interventions Using BPNSS: A Study on In-Patient Recovery and Self-Determination","year":2025,"lang":"en","type":"article","venue":"Journal of Recovery in Mental Health","topic":"Music Therapy and Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Psychological intervention; Psychology; Medicine; Nursing","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":[0.001930501,0.0001047518,0.0004085343,0.0007870937,0.00007570365,0.00001555266,0.0000804479,0.0000547173,0.00004606071],"category_scores_gemma":[0.00001941637,0.0001021693,0.00009911397,0.0002723641,0.00001489845,0.0001589434,0.00003032636,0.0003706745,3.395666e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00099687,"about_ca_system_score_gemma":0.000285976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003875586,"about_ca_topic_score_gemma":0.0005477399,"domain_scores_codex":[0.9974844,0.0006781701,0.001272736,0.0001601157,0.0001954271,0.0002091565],"domain_scores_gemma":[0.9987272,0.0001770207,0.0008818097,0.000114261,0.00004295439,0.00005678033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001682432,0.01900606,0.4921089,0.001507046,0.0002968657,0.0001042475,0.02912311,0.0003598997,0.0002400386,0.001290491,0.0006540652,0.4536268],"study_design_scores_gemma":[0.004480272,0.01176547,0.9417241,0.004921181,0.00002189634,0.00008036728,0.03557708,0.0004552546,0.000018566,0.0006871102,0.0001458696,0.0001228753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960394,0.0005863081,0.0002887726,0.0004937833,0.001285192,0.0005912235,0.00001110365,0.000004016226,0.0007002231],"genre_scores_gemma":[0.9969983,0.0003344069,0.002109785,0.0004744166,0.00003526543,0.000007287538,0.000001516084,0.000007913271,0.00003112308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4535039,"threshold_uncertainty_score":0.4166341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05697223286261545,"score_gpt":0.4771720402256293,"score_spread":0.4201998073630138,"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."}}