{"id":"W4406824681","doi":"10.56397/rae.2025.01.06","title":"The Role of Faculty in Designing Multicultural Curricula to Support International Student Adaptation","year":2025,"lang":"en","type":"article","venue":"Research and Advances in Education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Curriculum; Adaptation (eye); Multiculturalism; Pedagogy; Engineering ethics; Psychology; Mathematics education; Medical education; Sociology; Engineering; 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":[0.00103533,0.00003539801,0.00004911411,0.0001699743,0.0001892357,0.00006107506,0.0002104142,0.00002204814,0.000007103769],"category_scores_gemma":[0.0004187682,0.0000267207,0.00001067546,0.0003094288,0.00009128111,0.0002443838,0.00005133203,0.00009297688,0.000002540479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002171369,"about_ca_system_score_gemma":0.0001498946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308954,"about_ca_topic_score_gemma":0.01091849,"domain_scores_codex":[0.9990641,0.0001118621,0.0001500477,0.000112611,0.0004098718,0.0001514558],"domain_scores_gemma":[0.9993637,0.0002358104,0.00002980833,0.00003494427,0.0003072901,0.00002849186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008052406,0.0003763674,0.1133401,0.00001041412,0.0000089949,4.177739e-7,0.1834645,0.0003252525,0.0003754031,0.1075421,0.0001622206,0.5943136],"study_design_scores_gemma":[0.0002120312,0.00005063167,0.05387403,0.000118206,8.323818e-7,7.152831e-8,0.8373188,0.0001120656,0.0004265092,0.01452909,0.09330751,0.000050228],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757873,0.002833552,0.00002357425,0.003219954,0.0004398858,0.0003479309,0.000001744546,0.000004150186,0.01734189],"genre_scores_gemma":[0.9933299,0.005540833,0.0002314087,0.00001204267,0.00007891082,0.00006170645,0.000009601394,0.000001260856,0.000734342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6538543,"threshold_uncertainty_score":0.6092777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05937578215821951,"score_gpt":0.517063616304705,"score_spread":0.4576878341464855,"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."}}