{"id":"W1491474725","doi":"","title":"Clinical Improvisation Techniques in Music Therapy - A Guide for Students, Clinicians and Educators","year":2013,"lang":"en","type":"article","venue":"˜The œAustralian journal of music therapy","topic":"Music Therapy and Health","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Improvisation; Music therapy; Musical; Psychology; Publishing; Visual arts; Art; Psychotherapist; Literature","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004881215,0.0003074813,0.0006563516,0.0002694121,0.0001628521,0.0001198928,0.0007286388,0.0003266707,0.001922484],"category_scores_gemma":[0.00002724414,0.0002044217,0.0003275242,0.0002417604,0.0002638173,0.0002320307,0.00002177075,0.0007965172,0.00002070689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007593122,"about_ca_system_score_gemma":0.0002365685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006151291,"about_ca_topic_score_gemma":0.0003140633,"domain_scores_codex":[0.996136,0.000747946,0.001846332,0.0003673496,0.0003217586,0.0005806782],"domain_scores_gemma":[0.9973714,0.0005988695,0.00106067,0.0005005102,0.0002248407,0.0002437297],"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":[0.001087327,0.001014829,0.05101724,0.00001301935,0.0002869518,0.000008702632,0.01188825,5.291893e-7,0.0006877013,0.0003301057,0.1320669,0.8015985],"study_design_scores_gemma":[0.007990674,0.004537179,0.5287738,0.0001154231,0.0000320401,0.0001108338,0.007585868,0.00000246654,0.0001315883,0.005833552,0.4445097,0.0003768905],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98812,0.001105598,0.000253325,0.005930529,0.002442307,0.001910009,0.000007924124,0.00003155693,0.0001987432],"genre_scores_gemma":[0.9795043,0.002310921,0.001229735,0.01229898,0.002643439,0.0001937944,0.00000337763,0.00006782402,0.001747655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8012216,"threshold_uncertainty_score":0.9989899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238886780610804,"score_gpt":0.4617025845346262,"score_spread":0.3378139064735458,"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."}}