{"id":"W4380683720","doi":"10.5430/wjel.v13n6p431","title":"Examining Language Assessment Literacy for Saudi Pre-service EFL Teachers","year":2023,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Majmaah University","keywords":"Curriculum; Competence (human resources); Literacy; Mathematics education; Test (biology); Lesson plan; Psychology; Medical education; Service (business); Pedagogy; Computer science; 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":[0.00116355,0.0001434957,0.0002275079,0.0005052559,0.0001092216,0.000160943,0.0009666512,0.00005893564,0.00003809942],"category_scores_gemma":[0.0004865288,0.0001267,0.0001007525,0.001040865,0.00002179814,0.000714801,0.0001689261,0.0004075409,0.000008583314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039295,"about_ca_system_score_gemma":0.0001834341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008606592,"about_ca_topic_score_gemma":0.00002552292,"domain_scores_codex":[0.9986774,0.00007448838,0.000405343,0.0002188212,0.0003189423,0.0003049778],"domain_scores_gemma":[0.9982149,0.0005123876,0.0003410624,0.0003791379,0.0004524263,0.0001000976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005414936,0.0007671721,0.02593541,0.0002996938,0.0005436681,0.0005750629,0.3878934,0.001051505,0.01244843,0.04934038,0.06696433,0.4541268],"study_design_scores_gemma":[0.009506434,0.001743454,0.2938415,0.002282906,0.0003487117,0.0002048636,0.1843301,0.01448587,0.01795264,0.00971677,0.4630311,0.002555619],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634888,0.0009640352,0.02436188,0.002958469,0.002612986,0.0002630632,0.00001115077,0.0003466692,0.004992942],"genre_scores_gemma":[0.9137654,0.00001844706,0.0821554,0.0005858943,0.0008996679,0.00002962209,0.00001423588,0.00001827,0.002513018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4515712,"threshold_uncertainty_score":0.5166677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001629780566768,"score_gpt":0.3401380533431612,"score_spread":0.3201217555374935,"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."}}