{"id":"W4322618274","doi":"10.5539/elt.v16n3p32","title":"Learner Perceptions of Saudi Arabian EFL College Classroom Environments","year":2023,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Perception; Context (archaeology); English as a foreign language; Mathematics education; Dimension (graph theory); Foreign language; Pedagogy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009090854,0.00009586061,0.0001423575,0.0001016417,0.0005382086,0.00002764668,0.0002475171,0.00007066781,0.001043354],"category_scores_gemma":[0.0005748232,0.00009409239,0.00008770204,0.0001507919,0.0001416878,0.0001718765,0.00007531702,0.0002497019,0.0001838888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001268161,"about_ca_system_score_gemma":0.0000334267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000561458,"about_ca_topic_score_gemma":0.00028863,"domain_scores_codex":[0.9985726,0.0002553527,0.0001903538,0.000195572,0.0005063447,0.0002797533],"domain_scores_gemma":[0.999436,0.0002010193,0.00007415874,0.0001906978,0.00000520254,0.00009290148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003437641,0.0002054914,0.2372058,0.000009583328,0.00004943876,0.000009870083,0.7319362,0.0001571752,0.001449442,0.01927594,0.004919935,0.004777683],"study_design_scores_gemma":[0.00025589,0.00001870254,0.177347,0.00002115817,0.00002120441,2.09372e-7,0.7113774,0.0000167726,0.00002655247,0.0001561251,0.1105853,0.0001736236],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9247878,0.00005042238,0.00003460047,0.0006417158,0.0004151359,0.0001490089,0.00002539378,0.0001006006,0.07379537],"genre_scores_gemma":[0.9514706,0.00006595053,0.0002927844,0.000107199,0.0004217361,0.00001555984,0.00003852646,0.00001578767,0.04757188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1056654,"threshold_uncertainty_score":0.9998698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398678517333681,"score_gpt":0.3184591991689656,"score_spread":0.3044724139956288,"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."}}