{"id":"W2546726017","doi":"10.15845/voices.v16i3.834","title":"Improvisation, Adaptability, and Collaboration: Using AUMI in Community Music Therapy","year":2016,"lang":"en","type":"article","venue":"Voices A World Forum for Music Therapy","topic":"Music Therapy and Health","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Janeway Children's Health and Rehabilitation Centre; Memorial University of Newfoundland","funders":"","keywords":"Improvisation; Adaptability; Music therapy; Adaptation (eye); Computer science; Human–computer interaction; Flexibility (engineering); Context (archaeology); Musical; Psychology; Multimedia; Visual arts; Art; Psychotherapist","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":[0.006374542,0.0003809351,0.0003300756,0.001378476,0.006065635,0.005313533,0.001287701,0.001292161,0.002223156],"category_scores_gemma":[0.009151838,0.0002428285,0.0003367998,0.0009399604,0.009201243,0.00359469,0.009091242,0.001542634,0.0002448913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001850966,"about_ca_system_score_gemma":0.002748873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002136822,"about_ca_topic_score_gemma":0.006088492,"domain_scores_codex":[0.9917812,0.006220637,0.0001932635,0.0004268309,0.0007919929,0.0005860558],"domain_scores_gemma":[0.9962581,0.002255627,0.0003601857,0.0002469707,0.0001525482,0.0007265824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001221917,0.0007999561,0.01871132,0.0004525264,0.00003168628,0.001798066,0.8191192,0.0002497885,0.003427887,0.0158292,0.001116071,0.1383421],"study_design_scores_gemma":[0.0000902915,0.001110402,0.0465406,0.000571389,0.00008120359,0.006323621,0.8586885,0.001624453,0.003122893,0.01734981,0.06439769,0.0000992063],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9416504,0.001132432,0.01194988,0.002483742,0.00008364738,0.0002573532,0.00001113234,0.00006661755,0.04236476],"genre_scores_gemma":[0.9921954,0.0004873534,0.005565116,0.0002007105,0.0000199305,0.000133861,0.000006723418,0.00001275638,0.001378075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006374542,"threshold_uncertainty_score":0.03371221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1104162230550786,"score_gpt":0.3696026911070412,"score_spread":0.2591864680519627,"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."}}