{"id":"W4240008258","doi":"10.32920/ryerson.14645940.v1","title":"Mind The Gap Exploring The Experiences Of Diasporic Media Producers And Representations Of Cultural Diversity In Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Media, Gender, and Advertising","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"University of Toronto; York University","keywords":"Narrative; Drama; Sociology; Public relations; Diversity (politics); Media studies; Representation (politics); Political science; Advertising; Politics; Visual arts; Business; Art; Literature; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004772414,0.00008242324,0.0001779859,0.00002968487,0.0003257329,0.00002499401,0.0003726163,0.0000329731,0.00009665744],"category_scores_gemma":[0.0006321449,0.00004810183,0.00004114685,0.000247003,0.0004326898,0.0001304267,0.0005925889,0.0001699462,5.482518e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001324214,"about_ca_system_score_gemma":0.001394044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9656807,"about_ca_topic_score_gemma":0.9762286,"domain_scores_codex":[0.9986112,0.0002264417,0.0002244332,0.0002394295,0.0005389858,0.0001594895],"domain_scores_gemma":[0.9990868,0.0003964533,0.0001504018,0.0002128812,0.00009990046,0.00005355588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001761068,0.000005893243,0.02958447,0.00001793517,0.00001311658,0.000002553266,0.9666711,0.0001092404,0.00001425765,0.00009869421,0.0000878615,0.003393082],"study_design_scores_gemma":[0.0000380714,0.000001279466,0.06169983,0.00004033905,0.00001323309,1.951211e-7,0.9371816,0.00001507585,0.0008381684,0.00008578627,0.00002760827,0.00005880482],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943081,0.0008431111,0.000007423795,0.0007624443,0.001197621,0.0002234335,0.00000306601,0.000002546531,0.00265228],"genre_scores_gemma":[0.9984354,0.001200881,0.00006913487,0.00002224387,0.00009593304,0.00002484953,0.000003672923,0.000002004001,0.0001458584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03211535,"threshold_uncertainty_score":0.2505307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1711886309212381,"score_gpt":0.3282082990031033,"score_spread":0.1570196680818652,"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."}}