{"id":"W4407719202","doi":"10.31891/2308-4081/2021-11(1)-8","title":"ACADEMIC, SOCIAL, AND CULTURAL ADAPTION OF INTERNATIONAL STUDENTS IN CANADA","year":2021,"lang":"en","type":"article","venue":"Comparative Professional Pedagogy","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cultural diversity; Cultural competence; Higher education; Cultural influence; International education; Pedagogy; Cross-cultural; Academic achievement; Comparative education; Sociology; Psychology; Mathematics education; Political science; Social science; Anthropology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002380016,0.00007373503,0.0001712866,0.00004093132,0.0001793389,0.00001428091,0.00022423,0.00006155598,0.000291151],"category_scores_gemma":[0.00005609493,0.00006862693,0.00002452069,0.00008837191,0.0001001328,0.0001759347,0.0001533575,0.0002111905,0.000002919129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003468225,"about_ca_system_score_gemma":0.001136189,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3709938,"about_ca_topic_score_gemma":0.9149848,"domain_scores_codex":[0.9985399,0.0002377403,0.0002371603,0.0001571712,0.0006851014,0.0001428751],"domain_scores_gemma":[0.9993519,0.0001394172,0.000116054,0.00002654569,0.0003250158,0.00004113461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001369034,0.0001613887,0.7187592,0.00001399666,0.00008439102,0.00001776247,0.2250398,0.00002037351,0.001077963,0.04976469,0.003959531,0.000963965],"study_design_scores_gemma":[0.0005853825,0.00000786422,0.5847339,0.00005457649,0.000004728019,8.608091e-7,0.4001612,0.00005173006,0.0003498471,0.0008542148,0.01308552,0.0001101115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987618,0.0009061553,0.000004509844,0.005111504,0.0008800054,0.00009397956,0.00001354919,0.000004460592,0.005367868],"genre_scores_gemma":[0.9968379,0.0006590509,0.00002964232,0.0001260236,0.0002250708,0.000008297653,0.00002821073,0.000002555826,0.00208321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.543991,"threshold_uncertainty_score":0.6331948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1659453308213432,"score_gpt":0.5034426918025439,"score_spread":0.3374973609812006,"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."}}