{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001645046,0.0001475511,0.0003033853,0.0007887842,0.0002670299,0.0001113949,0.0001674915,0.00004113939,0.000359321],"category_scores_gemma":[0.001896745,0.0001283023,0.00009985964,0.00009982663,0.00008418982,0.0003804724,0.00006522304,0.0009668731,0.000007627015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004283528,"about_ca_system_score_gemma":0.00002350515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000102278,"about_ca_topic_score_gemma":0.008466368,"domain_scores_codex":[0.9986937,0.0002165286,0.0003870107,0.0001539406,0.0002052867,0.000343514],"domain_scores_gemma":[0.9990395,0.0004107077,0.0001965867,0.0001368524,0.000122969,0.00009338432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001835048,0.00006376363,0.0003547955,0.00005468811,0.00005497638,0.00039184,0.8836543,0.00004646094,0.00002574444,0.07650354,0.005079557,0.03375199],"study_design_scores_gemma":[0.0009474494,0.00008237248,0.002036212,0.0003445982,0.00003299627,0.00001424985,0.6202295,0.00005380094,0.000006855395,0.0002880579,0.3757425,0.0002214878],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.82919,0.01487102,8.923413e-7,0.0003555865,0.001620876,0.00006838026,0.00001827069,0.0001373314,0.1537376],"genre_scores_gemma":[0.9902315,0.0003431785,0.0000686326,0.0001285173,0.003694143,0.000003182028,0.000006320683,0.00002801352,0.005496487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3706629,"threshold_uncertainty_score":0.5232015,"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."}}