{"id":"W2895696725","doi":"10.1093/joc/jqy050","title":"Diversifying ICA: Identity, Difference, and the Politics of Transformation","year":2018,"lang":"en","type":"article","venue":"Journal of Communication","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Scholarship; Diversity (politics); Identity (music); Politics; Ethnic group; Sociology; Communication studies; Political science; Social science; Law; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001654297,0.00003065311,0.0001094909,0.00004540278,0.0007334285,0.00003499574,0.0005091053,0.00002878471,0.00001094649],"category_scores_gemma":[0.0002664226,0.00002090919,0.00004049108,0.000125943,0.0008790189,0.0003253735,0.00008797524,0.0001134802,9.324883e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002928325,"about_ca_system_score_gemma":0.00004407393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004502798,"about_ca_topic_score_gemma":0.000628872,"domain_scores_codex":[0.9989577,0.0004285919,0.0002760124,0.00001934366,0.0002554687,0.00006290738],"domain_scores_gemma":[0.9985656,0.0003882459,0.0003906544,0.0002107479,0.0004176838,0.00002706266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004145287,0.00003105223,0.002151454,0.000008642651,0.00003479195,2.582294e-8,0.1103457,5.372035e-7,0.00007691035,0.8741003,0.0001922936,0.01301686],"study_design_scores_gemma":[0.005639059,0.0004066993,0.1720254,0.0005527055,0.0004471169,0.00001358601,0.2143267,0.001028732,0.0007556668,0.4881618,0.1163617,0.000280883],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9136517,0.004578751,0.00307927,0.03566246,0.0001857887,0.0001996248,0.00000143016,0.000007237886,0.04263373],"genre_scores_gemma":[0.9838551,0.01550991,0.0004387275,0.00007099789,0.00007044763,0.000001000672,5.375746e-7,0.000001456876,0.00005181948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3859385,"threshold_uncertainty_score":0.5641013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05007962348785776,"score_gpt":0.3426170475881942,"score_spread":0.2925374241003364,"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."}}