{"id":"W7083704588","doi":"10.31548/philolog/2.2025.28","title":"Cultural aspects of language heritage use and preservation: The impact of bilingualism on identity and social integration","year":2025,"lang":"en","type":"article","venue":"Mìžnarodnij fìlologìčnij časopis","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neuroscience of multilingualism; Heritage language; Identity (music); Ethnic group; Biculturalism; Cultural identity; Multinational corporation; Cultural diversity; Adaptability","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001281454,0.0001636859,0.0002589216,0.0006627449,0.002555488,0.002108408,0.0002716204,0.0002366206,0.002053777],"category_scores_gemma":[0.002577255,0.00008998627,0.0002509613,0.0005083008,0.001572437,0.0008253999,0.002843018,0.0006006105,0.0001092619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001632377,"about_ca_system_score_gemma":0.003166307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02344588,"about_ca_topic_score_gemma":0.04880254,"domain_scores_codex":[0.9988546,0.0005213975,0.00005256249,0.00009754062,0.0002106686,0.0002633197],"domain_scores_gemma":[0.9982389,0.0003822653,0.0004683421,0.0000620992,0.000208386,0.0006399249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00022221,0.0006777205,0.80282,0.0001054231,0.00007433187,0.00108048,0.1465144,0.00006757713,0.002126971,0.002220876,0.0002069265,0.04388313],"study_design_scores_gemma":[0.00001389681,0.000227388,0.7974006,0.00008625515,0.0000509423,0.0006468372,0.1971877,0.0001402541,0.0006468751,0.0006681514,0.00291773,0.00001344737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954514,0.0001505659,0.00006878842,0.000126532,0.000005114274,0.000007406865,0.000007904534,8.067861e-7,0.00418153],"genre_scores_gemma":[0.9993951,0.00009529875,0.00006573748,0.00002046767,0.000002153659,0.000004370288,0.000006470946,6.584866e-7,0.0004096751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02344588,"threshold_uncertainty_score":0.04661882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03142787995709193,"score_gpt":0.3516716642335062,"score_spread":0.3202437842764142,"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."}}