{"id":"W4408596312","doi":"10.5539/elt.v18n4p37","title":"Navigating Identity: The Emotional Impact of English Medium Instruction on Saudi Undergraduate Students in a Rapidly Modernizing Society","year":2025,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Identity (music); Mathematics education; Medium of instruction; Pedagogy; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001773347,0.0002426218,0.0002997934,0.0001167264,0.0006557661,0.0004293346,0.0004426738,0.00008213555,0.000176099],"category_scores_gemma":[0.001938437,0.0001829876,0.0003114713,0.0001208012,0.0001201336,0.0006111262,0.0001495449,0.002032861,0.000003107235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000241031,"about_ca_system_score_gemma":0.00005971768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005091246,"about_ca_topic_score_gemma":0.001494164,"domain_scores_codex":[0.9979305,0.0004644651,0.0004441234,0.0003244122,0.0004938325,0.0003426322],"domain_scores_gemma":[0.9988426,0.0004672576,0.0002352961,0.0003052531,0.0001093626,0.00004020938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002151051,0.0001376879,0.01399383,0.00007335733,0.0002205695,0.000006876373,0.9483967,0.001893134,0.0001384268,0.01397474,0.0002353254,0.02090777],"study_design_scores_gemma":[0.003007787,0.0001630938,0.0107979,0.002263584,0.0001075988,0.000002586504,0.9768501,0.003548378,0.0002077547,0.001209169,0.001290039,0.0005520448],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838175,0.0004103572,0.0001726242,0.0001010694,0.001423231,0.0001958597,0.00001596735,0.0002000066,0.01366335],"genre_scores_gemma":[0.9975447,0.000007555958,0.0001217485,0.0002836625,0.001446222,0.00001311606,0.00004803589,0.00003036351,0.0005045996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0284533,"threshold_uncertainty_score":0.8831884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209227754751708,"score_gpt":0.3033143210203055,"score_spread":0.2912220434727884,"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."}}