{"id":"W4297989337","doi":"10.5539/hes.v12n4p57","title":"Language Ideology and Practices in Higher Education in Saudi Arabia","year":2022,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Arabic; Publishing; English language; Sociology; Pedagogy; Political science; Linguistics; Social science; Mathematics education; Psychology; Law","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":[0.001914827,0.000156306,0.0001353844,0.00129486,0.004562017,0.002945513,0.0002391347,0.000389328,0.002273337],"category_scores_gemma":[0.001896642,0.0001261085,0.0001140482,0.001496662,0.002730311,0.0007065567,0.001416235,0.0006610762,0.0002260204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004022144,"about_ca_system_score_gemma":0.003382621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03269989,"about_ca_topic_score_gemma":0.03704716,"domain_scores_codex":[0.9986615,0.0006376233,0.0000925397,0.00005912811,0.0002303121,0.0003189],"domain_scores_gemma":[0.9981188,0.0005832695,0.0006077349,0.00004333337,0.0002872086,0.0003594915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001133166,0.0001873354,0.2734745,0.000214174,0.00002487078,0.001387826,0.6531914,0.0001493676,0.001837846,0.02029868,0.001372285,0.04774839],"study_design_scores_gemma":[0.000009927177,0.000109247,0.292095,0.0002703426,0.0000112121,0.0003621795,0.6767131,0.0001945503,0.0005046774,0.0009926392,0.0287102,0.00002696753],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929932,0.0006485517,0.00003402623,0.001129582,0.00001385146,0.000003606795,0.00001115374,9.328385e-7,0.005165037],"genre_scores_gemma":[0.9989215,0.0003335945,0.00003425233,0.00009790568,0.000005964077,0.000001631415,0.000004439496,6.13678e-7,0.0006001719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03269989,"threshold_uncertainty_score":0.06501907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08179571681493165,"score_gpt":0.4364260972863245,"score_spread":0.3546303804713928,"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."}}