{"id":"W3000256453","doi":"10.5539/elt.v13n2p75","title":"Chinese Language in Saudi Arabia: Challenges and Recommendations","year":2020,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Psychology; Aptitude; Mathematics education; Foreign language; Inclusion (mineral); Descriptive statistics; Pedagogy; Developmental psychology; Social psychology","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":[0.000751948,0.00009751289,0.0001366708,0.00007845878,0.0002018574,0.00006217899,0.0001473888,0.0000677159,0.0002578238],"category_scores_gemma":[0.004948284,0.0000952495,0.00002874846,0.0001303813,0.00004821611,0.0002180402,0.00004245283,0.0004032349,0.00001600192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000399795,"about_ca_system_score_gemma":0.00005566463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002283487,"about_ca_topic_score_gemma":0.005777696,"domain_scores_codex":[0.9988987,0.0003909238,0.0001549155,0.0002071102,0.0001270959,0.0002212288],"domain_scores_gemma":[0.999389,0.0002623809,0.0000506478,0.0001072112,0.00001483548,0.0001759512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002404028,0.00002659417,0.0009154844,0.00001354186,0.00000331856,0.000005159468,0.8876786,0.000001311534,0.00007106013,0.007772217,0.0001358458,0.1033745],"study_design_scores_gemma":[0.0003518012,0.00001440298,0.003191502,0.00003348768,0.000004482614,5.037149e-7,0.9191705,0.00007922928,0.00001665636,0.000108267,0.07684997,0.0001792104],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8081248,0.003344883,0.000007225858,0.02171275,0.0002421104,0.0001325999,0.000006129235,0.0001731365,0.1662563],"genre_scores_gemma":[0.9955578,0.0004885453,0.0006009435,0.001331134,0.001426289,0.000009678423,0.0000140994,0.00001277581,0.0005586959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.187433,"threshold_uncertainty_score":0.5923915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04420478499437096,"score_gpt":0.4153150251391882,"score_spread":0.3711102401448172,"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."}}