{"id":"W4220669818","doi":"10.5430/wjel.v12n2p82","title":"Online Education and Assessment: Profiling EFL Teachers' Competency in Saudi Arabia","year":2022,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Premise; Psychology; Mathematics education; English language; Medical education; Profiling (computer programming); 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":[0.001074752,0.00007287613,0.0001814266,0.000436114,0.0003050089,0.00003167118,0.00022211,0.00002624986,0.0001731822],"category_scores_gemma":[0.0009775491,0.00007528328,0.00003757638,0.0006828356,0.0001100922,0.0001948937,0.00007827532,0.0006846478,4.287977e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004386989,"about_ca_system_score_gemma":0.0007646556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002488584,"about_ca_topic_score_gemma":0.002632304,"domain_scores_codex":[0.9988888,0.0002081869,0.0003109268,0.0001167227,0.0002943207,0.0001810298],"domain_scores_gemma":[0.9992186,0.0001338377,0.0002941207,0.00009465088,0.000204022,0.0000547558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001875368,0.001226524,0.2024132,0.00002657955,0.00005968887,0.00002589133,0.5970396,0.00005725291,0.0009359526,0.02150067,0.008177257,0.1685187],"study_design_scores_gemma":[0.0003998072,0.00005682246,0.08004788,0.00005783668,0.0000203321,0.000004990782,0.779529,0.000003181903,0.00006734494,0.001271958,0.1384071,0.0001337687],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653668,0.005500879,0.000007181774,0.001780998,0.001457972,0.0001336394,0.000005576953,0.00006248761,0.02568449],"genre_scores_gemma":[0.9885916,0.0001815293,0.007765744,0.0001672253,0.0006203588,0.00001550023,0.00000452757,0.000008077204,0.002645419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1824895,"threshold_uncertainty_score":0.3069963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01463879486417024,"score_gpt":0.3455308645692524,"score_spread":0.3308920697050821,"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."}}