{"id":"W2133697469","doi":"10.1177/0018726714561699","title":"Cultural identity change in expatriates: A social network perspective","year":2015,"lang":"en","type":"article","venue":"Human Relations","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Expatriate; Cultural identity; Sociology; Social identity theory; Identity (music); Perspective (graphical); Multiculturalism; Social psychology; Identity formation; Social identity approach; Social change; Social network (sociolinguistics); Gender studies; Psychology; Social group; Social science; Political science; Self-concept; Aesthetics","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":[0.0005244816,0.00006624888,0.00009348826,0.00006693738,0.0007366362,0.00009158893,0.0001675064,0.00008915381,0.0002424613],"category_scores_gemma":[0.0001075261,0.00006801783,0.00006380152,0.000260304,0.00009628311,0.0007110868,0.00004338303,0.0001381025,0.0001916767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005704587,"about_ca_system_score_gemma":0.00004803904,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01893769,"about_ca_topic_score_gemma":0.09157707,"domain_scores_codex":[0.9990015,0.0001435849,0.0001401057,0.0001361735,0.0003648267,0.0002137915],"domain_scores_gemma":[0.999561,0.00003551145,0.00006618048,0.00004063967,0.0002375642,0.00005917413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003853527,0.00002733251,0.01235996,3.383598e-7,0.000008621488,0.000001772774,0.4489834,0.00001239489,5.755235e-7,0.5369783,0.0015968,0.00002663717],"study_design_scores_gemma":[0.0008966636,0.00003335211,0.1399327,0.00001979371,0.0000182864,2.547688e-7,0.5965228,0.00002899336,4.058695e-7,0.2499911,0.01234032,0.0002154165],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8610694,0.0005835904,0.00001775111,0.004313853,0.0004809866,0.0002803647,0.000003821536,0.00007311794,0.1331771],"genre_scores_gemma":[0.9953107,0.00004141445,0.00003666154,0.00005964044,0.002606103,0.00002991733,0.00001362056,0.00000565973,0.001896241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2869872,"threshold_uncertainty_score":0.9875953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2026193364473905,"score_gpt":0.4512474593585692,"score_spread":0.2486281229111787,"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."}}