{"id":"W2120503020","doi":"10.5539/ijel.v4n1p53","title":"Attitudes towards Using Standard Arabic among Academic Staff at Balqa Applied University/Center in Jordan: A Sociolinguistic Study","year":2014,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arabic; Context (archaeology); Medical education; Psychology; Center (category theory); Modern Standard Arabic; Sociology; Mathematics education; Medicine; Linguistics; 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":[0.002034101,0.0002546272,0.0003216756,0.001140305,0.003361364,0.001953786,0.0003944594,0.0005896349,0.001891301],"category_scores_gemma":[0.002913901,0.0003241938,0.0001985366,0.001083654,0.001880992,0.0008352427,0.001027367,0.0007032487,0.0004434752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193941,"about_ca_system_score_gemma":0.001853572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006644407,"about_ca_topic_score_gemma":0.01547451,"domain_scores_codex":[0.9990749,0.0003869,0.00006784142,0.00006667673,0.0001985679,0.0002050344],"domain_scores_gemma":[0.9970112,0.0007383625,0.0008649984,0.00005737755,0.0007048687,0.0006231527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001047074,0.0004155895,0.3277288,0.0001261623,0.00001281338,0.001516193,0.6532856,0.00004241955,0.003102696,0.0004650766,0.0006529645,0.01254685],"study_design_scores_gemma":[0.000004788617,0.0002681495,0.1289395,0.00005427589,0.000008592895,0.0004906174,0.8665253,0.0001180697,0.0004244686,0.00008782173,0.003055534,0.00002278338],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994821,0.00003598482,0.00002141928,0.0000850626,0.00000250109,0.000004622681,0.000005850693,7.61561e-7,0.0003617766],"genre_scores_gemma":[0.9989815,0.000161738,0.00007981835,0.0001307835,0.000005875002,0.0000125941,0.000009692941,0.000001447366,0.0006165472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006644407,"threshold_uncertainty_score":0.01321143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02552793679291193,"score_gpt":0.2760649055353307,"score_spread":0.2505369687424188,"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."}}