{"id":"W2062081157","doi":"10.1353/csd.2004.0021","title":"Social Skills Difficulty: Model of Culture Shock for International Graduate Students","year":2004,"lang":"en","type":"article","venue":"Journal of college student development","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":270,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Shock (circulatory); Path analysis (statistics); Graduate students; Psychology; Cultural influence; Social psychology; Higher education; Sociology; Pedagogy; Political science; Social science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001093645,0.000166854,0.0003526303,0.000178849,0.000457402,0.00007382299,0.001025324,0.0001001692,0.00001988622],"category_scores_gemma":[0.0001361778,0.0001387874,0.0002544264,0.000133013,0.00008189198,0.0002303497,0.00014101,0.000158667,0.000004060216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008250956,"about_ca_system_score_gemma":0.0005521688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002026908,"about_ca_topic_score_gemma":0.0002508579,"domain_scores_codex":[0.9961068,0.0000421402,0.0008504048,0.0001532854,0.002581628,0.0002657403],"domain_scores_gemma":[0.9972222,0.00004922037,0.0006833022,0.00004713353,0.001895646,0.0001024284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005955418,0.004528496,0.008647727,0.00004688752,0.002345604,0.00003424391,0.913516,0.002677031,0.0005810009,0.05370136,0.01124802,0.002078072],"study_design_scores_gemma":[0.03721236,0.001218072,0.175619,0.0009605609,0.0005031411,0.00002143734,0.5622172,0.00005918762,0.007757543,0.03702199,0.1753847,0.002024845],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914255,0.00008497658,0.001094193,0.003008336,0.001605231,0.0004385412,0.00003032627,0.00001200606,0.002300946],"genre_scores_gemma":[0.9918236,0.0004121674,0.004038575,0.00009925645,0.0008415946,0.00001558131,0.00000733553,0.0000131169,0.002748806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3512988,"threshold_uncertainty_score":0.5659584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05279484567614377,"score_gpt":0.3873523723384969,"score_spread":0.3345575266623531,"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."}}