{"id":"W1974657152","doi":"10.5539/hes.v4n3p58","title":"UAE University Students’ Awareness of Using the Writing Center","year":2014,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Writing center; Center (category theory); Professional writing; Psychology; TUTOR; Medical education; Mathematics education; Supervisor; Higher education; Institution; Pedagogy; Sociology; Medicine","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":[0.0002638707,0.00006793274,0.0001132838,0.0000449671,0.000691718,0.00004599534,0.0001297505,0.00001148225,0.0001474403],"category_scores_gemma":[0.0000123737,0.00004900443,0.00003653335,0.0000291527,0.0001504705,0.00008414959,0.0000641314,0.00008648781,0.000008777443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003359948,"about_ca_system_score_gemma":0.00002371414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002466199,"about_ca_topic_score_gemma":0.00004551391,"domain_scores_codex":[0.9994317,0.0001446725,0.0001096158,0.0000994629,0.000123864,0.00009067986],"domain_scores_gemma":[0.9994426,0.0001259098,0.0001033534,0.0001186101,0.0001960669,0.0000134789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001184207,0.0003255801,0.5125106,0.0001432455,0.0002573624,2.691885e-7,0.1311971,0.00009219004,0.00004503,0.3446624,0.008945953,0.00180841],"study_design_scores_gemma":[0.0001749759,0.00001513407,0.03423743,0.0001363365,0.00005472939,4.534944e-7,0.1712765,0.00001379613,0.000009809351,0.0002130772,0.7937663,0.0001014788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857399,0.0005171336,0.00002414416,0.0005089514,0.00107579,0.00004122309,0.000001661259,0.00002921734,0.01206201],"genre_scores_gemma":[0.9823955,0.00001817874,0.00005851195,0.0001556205,0.0005929282,0.000001096657,0.000002199825,0.000006718092,0.01676927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7848204,"threshold_uncertainty_score":0.5320206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1223275029785471,"score_gpt":0.364855219426485,"score_spread":0.2425277164479379,"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."}}