{"id":"W2795950919","doi":"10.1163/22125868-12340082","title":"Beyond the Cultural Approach","year":2017,"lang":"en","type":"article","venue":"International Journal of Chinese Education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Friendship; Internationalization; Cultural diversity; Affect (linguistics); Gender studies; Sociology; Study abroad; Ethnic group; Psychology; Pedagogy; Social science","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":[0.0007352222,0.00006892004,0.00008357559,0.0000717337,0.000674478,0.0005748838,0.001578347,0.00003985154,0.0001029024],"category_scores_gemma":[0.0008250855,0.00004015829,0.0001218605,0.00002876951,0.0001682254,0.0008220534,0.00005964093,0.0001476266,0.00001730361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400831,"about_ca_system_score_gemma":0.0002996885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000689789,"about_ca_topic_score_gemma":0.0002138526,"domain_scores_codex":[0.9987285,0.00006514912,0.0002304375,0.00006859979,0.0008177839,0.00008948663],"domain_scores_gemma":[0.9978908,0.00007064245,0.0005783522,0.0001185589,0.001290268,0.00005136308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002516555,0.001109474,0.1319227,0.000007725042,0.0006522716,0.00001096233,0.4100389,0.00006297864,0.0003657627,0.3234881,0.03923712,0.09285239],"study_design_scores_gemma":[0.001305116,0.00006931232,0.3816572,0.00006916207,0.00005103845,0.0001068048,0.1227316,0.00006273267,0.00009972365,0.2030874,0.2904151,0.0003447526],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8003669,0.0003307682,0.00005906558,0.03932948,0.009788686,0.00006581682,0.000001653043,0.000005335537,0.1500523],"genre_scores_gemma":[0.9883086,0.0004687927,0.0002482594,0.0002996394,0.008163384,0.000002638775,0.000005221776,0.000004621438,0.002498825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2873073,"threshold_uncertainty_score":0.5543618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02933470132710609,"score_gpt":0.4122052840009433,"score_spread":0.3828705826738372,"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."}}