{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001387613,0.0001828829,0.0001576093,0.0007710202,0.0006336515,0.0009772205,0.0001935154,0.0003106037,0.001864621],"category_scores_gemma":[0.006319396,0.0001185394,0.0002271074,0.000396606,0.0004110109,0.0008612429,0.0005987119,0.0004864543,0.0003685998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008503408,"about_ca_system_score_gemma":0.002079877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007096751,"about_ca_topic_score_gemma":0.01517314,"domain_scores_codex":[0.9993393,0.000162318,0.00009679545,0.00003902481,0.0002159913,0.0001465507],"domain_scores_gemma":[0.9955915,0.001130883,0.001307583,0.0001122608,0.001394502,0.0004633364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004903639,0.0002899134,0.9138526,0.0002210402,0.00001337282,0.000705542,0.03173106,0.00006020355,0.002569742,0.0001529315,0.0004800186,0.04987448],"study_design_scores_gemma":[0.000004477003,0.0004398436,0.9281749,0.0001591782,0.0000196667,0.0008847402,0.0643587,0.0002590357,0.001626266,0.0001515628,0.00390396,0.00001764926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979711,0.0001390613,0.0001036534,0.0001814274,0.000004100098,0.000009601947,0.00001474576,0.000002705527,0.001573752],"genre_scores_gemma":[0.9989923,0.0002085073,0.0001867093,0.00004767436,0.000002549721,0.000007481409,0.00002461099,9.806877e-7,0.0005293915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007096751,"threshold_uncertainty_score":0.01411086,"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."}}