{"id":"W4384817358","doi":"10.5406/19452349.40.4.23","title":"Public Musicology, Public Radio: Some Approaches to Diversity, Equity, and Inclusion from Classical Radio","year":2022,"lang":"en","type":"article","venue":"American Music","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Equity (law); Musicology; Inclusion (mineral); Sociology; Political science; Social science; Anthropology; Pedagogy; Law","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":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.001091837,0.0002218353,0.0004459081,0.0003154691,0.005811566,0.0003839491,0.001421008,0.00007268649,0.0006247543],"category_scores_gemma":[0.0005232816,0.0002370737,0.0001142137,0.001166739,0.002016934,0.0007566642,0.04600532,0.0003721478,0.00003983361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005996965,"about_ca_system_score_gemma":0.0004326567,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006857439,"about_ca_topic_score_gemma":0.003767458,"domain_scores_codex":[0.9962741,0.0006093084,0.0002440387,0.0006818706,0.001341889,0.0008488357],"domain_scores_gemma":[0.9980969,0.0004605798,0.0001718862,0.0003492164,0.0000420768,0.0008793411],"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":[0.00006710947,0.0004990395,0.02361651,0.00000639992,0.00008500968,0.00006318567,0.06820915,0.000006138413,0.00009513915,0.06649382,0.05959368,0.7812648],"study_design_scores_gemma":[0.001119432,0.001124229,0.03580995,0.000007129308,0.00007228795,0.00001634474,0.03385497,0.0003153694,0.000005055406,0.06997056,0.8567391,0.0009655805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8793073,0.0003343133,0.000076677,0.08449676,0.001133871,0.0004554522,0.0000939787,0.0001970194,0.03390462],"genre_scores_gemma":[0.9877471,0.00004120264,0.0003083095,0.01041506,0.0009668437,0.00006806993,0.00005273047,0.00002375549,0.0003769482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7971454,"threshold_uncertainty_score":0.999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2733042726689698,"score_gpt":0.295828506135993,"score_spread":0.0225242334670232,"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."}}