{"id":"W4413063862","doi":"10.5539/elt.v18n8p1","title":"Expatriate English Instructors in Saudi Arabia: Identity Formation and Professional Challenges","year":2025,"lang":"","type":"article","venue":"English Language Teaching","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedagogy; Intercultural competence; Psychology; Identity negotiation; Thematic analysis; Identity (music); Sociology; Professional development; Negotiation; Qualitative research; Public relations; Political science; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004103903,0.0002899158,0.0003258121,0.0007447433,0.01074114,0.004217112,0.0009786978,0.001213178,0.003069242],"category_scores_gemma":[0.005949493,0.0002681492,0.0001652588,0.0006578909,0.004088136,0.001961278,0.004216541,0.001482174,0.0003327235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003264151,"about_ca_system_score_gemma":0.00545247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01826763,"about_ca_topic_score_gemma":0.03555063,"domain_scores_codex":[0.9964648,0.00219213,0.0001137076,0.0001738056,0.0003464292,0.0007091534],"domain_scores_gemma":[0.9964176,0.001495,0.0004256417,0.000122604,0.0004983817,0.001040683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002672399,0.00007542382,0.00893753,0.00005466855,0.000001609339,0.001400227,0.9797221,0.00001463916,0.0004110388,0.001375958,0.0006241767,0.00735583],"study_design_scores_gemma":[0.000001339354,0.00001727672,0.001408422,0.00002488266,8.018437e-7,0.0001633105,0.9941521,0.00002107943,0.00005852198,0.00006670367,0.00408323,0.00000235203],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950029,0.0002623639,0.0003208547,0.001633506,0.00004006297,0.00003330436,0.000009133336,0.000004366382,0.00269343],"genre_scores_gemma":[0.9949855,0.0003187835,0.0002584278,0.0004839024,0.00001372839,0.00002967242,0.00001201239,0.000005326522,0.003892693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01826763,"threshold_uncertainty_score":0.03632259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518985310263422,"score_gpt":0.3316619145947869,"score_spread":0.3164720614921527,"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."}}