{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009150517,0.0001972606,0.0002364961,0.0005641085,0.001126744,0.002517308,0.0002541714,0.0003600719,0.002942665],"category_scores_gemma":[0.001965294,0.0001092141,0.0001639864,0.0003403623,0.0005937695,0.0004775153,0.001173565,0.0004019532,0.0003571487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007663943,"about_ca_system_score_gemma":0.0005956455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00821141,"about_ca_topic_score_gemma":0.01061923,"domain_scores_codex":[0.9993907,0.0001752415,0.00005581059,0.00004607095,0.0002124193,0.0001197848],"domain_scores_gemma":[0.9978763,0.0004003421,0.0005969571,0.00004317654,0.0005275679,0.0005557233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000298521,0.0005521443,0.6335697,0.0003100355,0.0000437234,0.001384567,0.2963203,0.0002806693,0.009584852,0.0007733643,0.001227825,0.05565431],"study_design_scores_gemma":[0.00001635641,0.0006193579,0.400814,0.0001564892,0.0000319124,0.0006543084,0.5838304,0.0004077033,0.001740993,0.0001276793,0.01155338,0.00004737209],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989993,0.00008044687,0.00002813451,0.00007745639,0.000002731719,0.000003258046,0.00001155136,0.000001667566,0.0007955575],"genre_scores_gemma":[0.9988886,0.0001583959,0.00005064278,0.00005480978,0.0000028648,0.000003048133,0.00001677234,0.000001286935,0.0008236626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00821141,"threshold_uncertainty_score":0.0163272,"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."}}