{"id":"W4234937935","doi":"10.32920/ryerson.14666037.v1","title":"The gendered experience of voice in Canadian radio and beyond: Toronto, Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Soundscape; Metaphor; Identity (music); Agency (philosophy); Representation (politics); Sociology; Gender studies; Media studies; Linguistics; Aesthetics; Political science; Sound (geography); Politics; Art; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.000373109,0.0001371696,0.0002422149,0.0000261798,0.0002392304,0.0002037742,0.0004427956,0.0001549625,0.0001639075],"category_scores_gemma":[0.0004997749,0.0001138014,0.0000372033,0.0000901868,0.0003455064,0.0001567784,0.0001149548,0.0001710699,3.24885e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350217,"about_ca_system_score_gemma":0.01286709,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999651,"about_ca_topic_score_gemma":0.9999995,"domain_scores_codex":[0.9983761,0.0001235555,0.0002674987,0.0003046469,0.000415858,0.0005123377],"domain_scores_gemma":[0.9987931,0.000243603,0.0000816674,0.0002926264,0.00008328554,0.0005057618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000262373,0.00007077281,0.1190902,0.0001673829,0.000141746,0.0003642125,0.6679756,0.00006537761,0.00002940798,0.04507899,0.02987846,0.1371116],"study_design_scores_gemma":[0.0002714787,0.00001940387,0.05974751,0.00008616644,0.00001542332,0.000006137857,0.6293743,0.0002328043,0.00009319024,0.000877827,0.3086219,0.0006538357],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5141836,0.009939077,0.000002900548,0.001783659,0.002006218,0.0003319723,0.00003952087,0.00001160743,0.4717015],"genre_scores_gemma":[0.9955502,0.001466946,0.00006624853,0.0002475028,0.0001284197,0.00002959569,0.000008264098,0.000007552519,0.002495343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4813665,"threshold_uncertainty_score":0.992729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018729343431596,"score_gpt":0.2714817038622876,"score_spread":0.2527523604306917,"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."}}