{"id":"W4225135510","doi":"10.5539/elt.v15n5p128","title":"A Longitudinal Study of Saudi EFL Teacher Perspectives on Classroom Management Strategies","year":2022,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; English as a foreign language; Pedagogy; Mathematics education; Foreign language; English language; Longitudinal study","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":[0.003493071,0.0002301398,0.0002673834,0.0008817973,0.001354173,0.001059291,0.0002917091,0.0003694255,0.00147535],"category_scores_gemma":[0.00606965,0.0002543399,0.0003434473,0.0005140885,0.0004626058,0.0008175237,0.0005916601,0.001050909,0.0004814122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191996,"about_ca_system_score_gemma":0.001459935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01962954,"about_ca_topic_score_gemma":0.03733062,"domain_scores_codex":[0.9991751,0.000316406,0.00005422865,0.00006316603,0.0002105797,0.0001804619],"domain_scores_gemma":[0.9935222,0.000975471,0.001853885,0.0003348861,0.002321708,0.0009918719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001386525,0.0007157085,0.9249155,0.00003551981,0.00002276437,0.0002229313,0.06038948,0.0000403682,0.0009997868,0.0001149902,0.0003771731,0.01202711],"study_design_scores_gemma":[0.000008995689,0.0008048357,0.9020893,0.00003698351,0.00001859597,0.0002278675,0.09372839,0.000197749,0.0005001586,0.00005458501,0.002307359,0.00002514331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995072,0.00004718969,0.00004542319,0.00004661394,0.000003865432,0.00000899823,0.00004216942,0.000001203387,0.0002973727],"genre_scores_gemma":[0.9989476,0.00007144672,0.0001176215,0.00003391514,0.000003742262,0.00002864391,0.0001188109,0.000001658386,0.0006767715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01962954,"threshold_uncertainty_score":0.03903055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02015010979539025,"score_gpt":0.3378263976075006,"score_spread":0.3176762878121103,"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."}}