{"id":"W4220965635","doi":"10.7575/aiac.ijels.v.10n.1p.109","title":"A Case Study on the Effectiveness of Bilingual Instructors Compared with Monolingual Instructors at a Private University in Saudi Arabia","year":2022,"lang":"en","type":"article","venue":"International journal of education and literacy studies","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Arabic; Mathematics education; Preference; Neuroscience of multilingualism; Bilingual education; Observational study; Medium of instruction; Semitic languages; Pedagogy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005398463,0.0003115592,0.0003489516,0.001001187,0.00426423,0.001538023,0.0009977277,0.001013544,0.002548834],"category_scores_gemma":[0.01239917,0.0002121583,0.0002994188,0.0005592753,0.001069658,0.0007838559,0.001349069,0.0007671739,0.0002789792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00335316,"about_ca_system_score_gemma":0.003358721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007029048,"about_ca_topic_score_gemma":0.02147475,"domain_scores_codex":[0.9937675,0.003962286,0.0002578654,0.0003180362,0.0008417352,0.000852624],"domain_scores_gemma":[0.9849002,0.006724491,0.001875544,0.0004129859,0.002693879,0.003393006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001950611,0.0111898,0.2020288,0.001172976,0.0001102451,0.02761456,0.5312095,0.0006850895,0.01393204,0.002239825,0.003597935,0.2042686],"study_design_scores_gemma":[0.0001966593,0.01032909,0.1009233,0.0005008841,0.0001447854,0.00972959,0.8463416,0.001289053,0.007531176,0.0003418498,0.02259756,0.00007441649],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997111,0.0002154096,0.0003489839,0.0003148757,0.00001787707,0.00008693546,0.00001109745,0.000005419742,0.001888548],"genre_scores_gemma":[0.9964797,0.0003107873,0.00131467,0.0001596705,0.00001480591,0.00005439545,0.00001416887,0.000004415216,0.001647432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007029048,"threshold_uncertainty_score":0.02855015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220470775225714,"score_gpt":0.3069278413862333,"score_spread":0.2747231336339762,"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."}}