{"id":"W4414073002","doi":"10.54660/.ijmrge.2025.6.5.216-223","title":"International Mobility and the Multilingual Identity: A Sociolinguistic Analysis of Study Abroad Experiences","year":2025,"lang":"en","type":"article","venue":"International Journal of Multidisciplinary Research and Growth Evaluation","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Study abroad; Prestige; Ideology; Identity (music); Mandarin Chinese; Language proficiency; Multilingualism; Qualitative research; Sociolinguistics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01621186,0.00008762722,0.000257415,0.001156575,0.0004766628,0.0002114096,0.0006550911,0.00005950572,0.0001836851],"category_scores_gemma":[0.01175129,0.00006393586,0.0001169909,0.0007984383,0.001303785,0.0003761381,0.0002429611,0.0002839065,7.688917e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001951693,"about_ca_system_score_gemma":0.0007706755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002841173,"about_ca_topic_score_gemma":0.001123357,"domain_scores_codex":[0.9953091,0.00141508,0.000666703,0.0002064555,0.002236816,0.0001659081],"domain_scores_gemma":[0.9915374,0.001904036,0.0003499587,0.0001184239,0.005995968,0.00009423008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001688614,0.001495024,0.3021822,0.00001769848,0.002360611,0.000007164443,0.6355087,0.0001227015,0.00008513342,0.02363972,0.000108913,0.03278352],"study_design_scores_gemma":[0.004447717,0.0002012683,0.5905854,0.00007797268,0.0005021736,0.000002979564,0.3585211,0.02145527,0.00008018412,0.02354998,0.0004652757,0.000110657],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887321,0.0004838263,0.0001246993,0.003860576,0.001027911,0.0004917075,0.00000829159,0.000004518669,0.005266376],"genre_scores_gemma":[0.9986655,0.0004855217,0.000127796,0.0000271032,0.0003612624,0.00004363302,0.000006085862,0.000003011442,0.0002800464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2884032,"threshold_uncertainty_score":0.9965732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1577252294595411,"score_gpt":0.6139348132480256,"score_spread":0.4562095837884845,"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."}}