{"id":"W4400951819","doi":"10.1177/14687968241264814","title":"Multicultural conversations: The nature and future of culture, identity and nationalism","year":2024,"lang":"en","type":"article","venue":"Ethnicities","topic":"Political Systems and Governance","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiculturalism; Nationalism; Sociology; Politics; Gender studies; Identity (music); Criticism; Political philosophy; Religious studies; Social science; Law; Political science; Philosophy; Aesthetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001972489,0.0000403642,0.00005743614,0.00000936962,0.0001887599,0.00009251084,0.00005983002,0.00008637971,0.00002598046],"category_scores_gemma":[0.0001133891,0.00002293249,0.00002128008,0.00008177399,0.0004192101,0.0002870939,0.00002017008,0.0001340999,0.000001793732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000193272,"about_ca_system_score_gemma":0.00002880816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004910032,"about_ca_topic_score_gemma":0.002085053,"domain_scores_codex":[0.9994974,0.00006057425,0.00007437498,0.00007464816,0.0002130663,0.00007993343],"domain_scores_gemma":[0.9997062,0.0001482911,0.0000220032,0.00003448076,0.00006092668,0.00002811907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[5.975515e-7,0.000001399201,0.00007281122,0.00003008108,0.000009678683,4.905092e-7,0.04010296,6.421666e-8,0.00003636149,0.956453,0.003029034,0.0002634843],"study_design_scores_gemma":[0.00006804791,0.000007084254,0.02476326,0.00006394661,0.00001479353,0.000002547364,0.03615117,0.00003425728,0.00005618023,0.03510823,0.9036637,0.00006679018],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.714655,0.1912583,0.00002001691,0.05316396,0.002421571,0.0003843478,0.0002049628,0.00009719059,0.03779464],"genre_scores_gemma":[0.9914786,0.001974745,0.00002762277,0.0002960763,0.0006463605,0.000004704833,0.000001690176,0.000001935384,0.005568223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9213448,"threshold_uncertainty_score":0.7422532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02049110100463332,"score_gpt":0.3357731863919141,"score_spread":0.3152820853872808,"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."}}