{"id":"W7071853891","doi":"","title":"University Transition of International Students in Canada: A Qualitative Case Study","year":2025,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thriving; Qualitative research; Transition (genetics); Language barrier; Study abroad; Cultural competence; Mental health; Language proficiency; Cultural diversity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006795179,0.000728031,0.001040799,0.002443878,0.02911308,0.00757731,0.004358964,0.003199866,0.003778189],"category_scores_gemma":[0.009222057,0.0005836731,0.0007617533,0.005378305,0.008647472,0.001888956,0.006112958,0.004198066,0.0003724427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06282578,"about_ca_system_score_gemma":0.07257628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8185166,"about_ca_topic_score_gemma":0.9022985,"domain_scores_codex":[0.9941264,0.002147672,0.0001646742,0.0005137134,0.0009171855,0.002130295],"domain_scores_gemma":[0.9914597,0.003010974,0.0004602939,0.0002213639,0.001754726,0.003092956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006180905,0.0001954004,0.006957761,0.0002761639,0.000009279827,0.007209257,0.9651931,0.0002164691,0.0007605642,0.0040847,0.003326032,0.0117094],"study_design_scores_gemma":[0.000004351414,0.00003597996,0.002886856,0.0002357209,0.000006541797,0.0004058587,0.9775649,0.0001807252,0.0001762006,0.0001955418,0.01828355,0.0000238172],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682001,0.001681441,0.00230515,0.00570828,0.0002010062,0.001120402,0.0004943957,0.0000371728,0.02025192],"genre_scores_gemma":[0.9818411,0.00193586,0.002748151,0.002310023,0.00003221991,0.0005453335,0.0002276872,0.00004897101,0.01031067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1814834,"threshold_uncertainty_score":0.4558351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1142210092050323,"score_gpt":0.4120076920611974,"score_spread":0.2977866828561651,"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."}}