{"id":"W4411041103","doi":"10.1111/nana.13129","title":"Integration Before Multiculturalism","year":2025,"lang":"en","type":"article","venue":"Nations and Nationalism","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Multiculturalism; Sociology; Political science; Law","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":[0.0003761477,0.00007543888,0.00007347736,0.0003204425,0.001062601,0.0001432756,0.00008274584,0.0001139546,0.000173046],"category_scores_gemma":[0.0009282363,0.00006414481,0.00003790589,0.0006123178,0.0001178883,0.000460525,0.00001092823,0.00008517601,0.00001180754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001257253,"about_ca_system_score_gemma":0.0001486342,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008207774,"about_ca_topic_score_gemma":0.02596825,"domain_scores_codex":[0.9991808,0.00008503102,0.0001915489,0.0001555583,0.0002812854,0.0001058015],"domain_scores_gemma":[0.9990409,0.0001320013,0.00005733583,0.00006543546,0.0006616294,0.00004268383],"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":[0.000001593869,0.00002205384,0.0002247068,0.000002762353,0.000008568876,6.894638e-8,0.01090714,0.000003024176,0.000240559,0.9740551,0.005830374,0.008704033],"study_design_scores_gemma":[0.0004314378,0.00001783333,0.03253876,0.00005418859,0.00002823487,7.749609e-7,0.005204189,0.001907195,0.0004632406,0.07347383,0.8857223,0.0001579698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5252066,0.001262348,0.01399512,0.05641485,0.001881393,0.001320958,0.00009197192,0.0003843629,0.3994424],"genre_scores_gemma":[0.967003,0.0002174569,0.001300306,0.0005990225,0.0001910168,0.00005368062,0.0001801202,0.000003211943,0.0304522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9005813,"threshold_uncertainty_score":0.9918053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01099846303183505,"score_gpt":0.3291307423601738,"score_spread":0.3181322793283388,"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."}}