{"id":"W4313640251","doi":"10.1177/1321103x221140988","title":"Listening with ‘Big Ears’: Accountability in cross-cultural music education research with Indigenous partners","year":2023,"lang":"en","type":"article","venue":"Research Studies in Music Education","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Active listening; Indigenous; Accountability; Sociology; Music education; The arts; Pedagogy; Participatory action research; Psychology; Political science; Anthropology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00557702,0.0002947876,0.0003774094,0.002102184,0.001758683,0.0009345497,0.0005453556,0.00009946931,0.0004758305],"category_scores_gemma":[0.001268279,0.000223905,0.00004420332,0.002913976,0.003663211,0.001177033,0.0002879305,0.001212092,0.0003534939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002070392,"about_ca_system_score_gemma":0.00477591,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0156084,"about_ca_topic_score_gemma":0.07139253,"domain_scores_codex":[0.9946214,0.0009199642,0.0005526572,0.0008954279,0.001768581,0.001241947],"domain_scores_gemma":[0.9929953,0.001239779,0.0001368607,0.0007204066,0.004745207,0.0001624177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002133266,0.001191985,0.04236782,0.0004851258,0.00007122339,0.00001209167,0.8712505,0.00007693456,0.00002763971,0.0190067,0.04977527,0.01552137],"study_design_scores_gemma":[0.000528882,0.000277314,0.07039253,0.0008419041,0.000009395835,0.000005150915,0.8139353,0.00001230486,0.00002544056,0.003256951,0.1103838,0.0003310216],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9238799,0.0005558442,1.85772e-7,0.001022392,0.002114865,0.001546946,0.000007862292,0.00009283041,0.07077921],"genre_scores_gemma":[0.9728912,0.0002288845,0.00007540644,0.0001600262,0.00157365,0.002199834,0.0001201951,0.00004821438,0.02270259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06060851,"threshold_uncertainty_score":0.9995409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.495968573363185,"score_gpt":0.522562893341374,"score_spread":0.02659431997818901,"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."}}