{"id":"W7134915586","doi":"10.32782/2522-4077-2025-215-34","title":"LINGUOCULTURAL SPECIFICITY OF THE EMBODIMENT OF NATIONAL IDENTITY IN THE ARTISTIC TEXTS OF THE USA AND CANADA","year":2025,"lang":"","type":"article","venue":"Research Bulletin Series Philological Sciences","topic":"Short Stories in Global Literature","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"National identity; Individualism; Cultural identity; Multiculturalism; Ideology; Narrative; Representation (politics); Identity (music); Theme (computing)","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":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.004004177,0.0001532399,0.0002971032,0.00006259292,0.001532606,0.0002359171,0.001931505,0.00008460195,0.001148463],"category_scores_gemma":[0.003493307,0.00006271363,0.00009094462,0.000849861,0.01496596,0.0001078278,0.001155151,0.0006038595,5.104231e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001651793,"about_ca_system_score_gemma":0.0008213602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1371055,"about_ca_topic_score_gemma":0.4803169,"domain_scores_codex":[0.9949337,0.00117322,0.0005997473,0.0003400991,0.00254471,0.0004085842],"domain_scores_gemma":[0.9971722,0.00145335,0.0002243452,0.0002931575,0.0008204432,0.00003649692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000656308,0.0001166693,0.02494204,0.00009061346,0.00001674749,0.00000171806,0.00281655,0.0000306437,0.00007596807,0.9653812,0.006401971,0.00006025362],"study_design_scores_gemma":[0.0002196761,0.0004748748,0.4465182,0.0005382617,0.00001988808,0.000007881268,0.01936037,0.00001914631,0.0009862684,0.1314695,0.400205,0.000180914],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8543312,0.002074445,3.523255e-7,0.0204549,0.0007612947,0.0006240131,0.0002504071,0.000001837285,0.1215016],"genre_scores_gemma":[0.9978755,0.0001633761,0.00001835078,0.0002500218,0.0001258231,0.00001009422,9.081297e-7,0.000001509048,0.001554384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8339117,"threshold_uncertainty_score":0.9997672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07366445999216675,"score_gpt":0.3598157785218869,"score_spread":0.2861513185297201,"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."}}