{"id":"W4390111736","doi":"10.5430/wjel.v14n1p535","title":"College English Teaching in Saudi Arabia: Challenges and Solutions","year":2023,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Curriculum; English language; Process (computing); Medical education; Mathematics education; Pedagogy; Psychology; Computer science; Medicine; Geography","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":[0.003064097,0.0003299602,0.0002603793,0.001095672,0.003624452,0.005538798,0.0009671905,0.002074984,0.00274879],"category_scores_gemma":[0.004729112,0.0002042828,0.0002522613,0.001184797,0.001375964,0.003122644,0.002758563,0.001547397,0.000528258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00455951,"about_ca_system_score_gemma":0.01450163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03009205,"about_ca_topic_score_gemma":0.0509861,"domain_scores_codex":[0.9977817,0.0007580264,0.0002219706,0.0001503899,0.000513864,0.0005740549],"domain_scores_gemma":[0.9932004,0.001578576,0.001130144,0.00008578128,0.002271214,0.001733897],"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":[0.0002295161,0.0005496954,0.1343882,0.009512846,0.0001351767,0.01095605,0.09913007,0.001108919,0.004069469,0.02985359,0.05680145,0.653265],"study_design_scores_gemma":[0.00002316427,0.0001983482,0.06724262,0.00544777,0.00007222385,0.004943573,0.675999,0.001245021,0.001151556,0.009115214,0.2344584,0.0001030617],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4515722,0.1608154,0.001540296,0.3445559,0.002112945,0.0001424181,0.0002545601,0.00008175995,0.03892443],"genre_scores_gemma":[0.9057894,0.07528893,0.002543362,0.009873753,0.0004722041,0.00005956057,0.0001581476,0.00001438968,0.005800269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03009205,"threshold_uncertainty_score":0.05983382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02796479727254219,"score_gpt":0.2455447699529571,"score_spread":0.2175799726804149,"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."}}