{"id":"W2914326494","doi":"10.5539/ells.v9n1p17","title":"Acquiring English in EFL Classroom: Role of Literature","year":2019,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluency; Vocabulary; Linguistics; English vocabulary; Isolation (microbiology); Psychology; First language; Dream; English language; Computer science; Mathematics education","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":[0.0003495519,0.0002357551,0.00041795,0.0002127814,0.0001373905,0.0002954867,0.0001252043,0.000102599,0.0001378998],"category_scores_gemma":[0.0004299004,0.0001809749,0.00008412886,0.0001296018,0.0001069785,0.0004473161,0.0001016748,0.0006594771,0.000004821772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001732834,"about_ca_system_score_gemma":0.000008411895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002253885,"about_ca_topic_score_gemma":0.0001055477,"domain_scores_codex":[0.9988514,0.0001219509,0.0002726408,0.0003138037,0.0001607902,0.0002794144],"domain_scores_gemma":[0.9991776,0.0001875383,0.00009883648,0.0002218165,0.0002733825,0.00004079452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002633696,0.00003229833,0.00436388,0.0002670867,0.00007499142,0.000032308,0.9710242,0.000004880655,0.0002169793,0.02050595,0.0005797582,0.0028714],"study_design_scores_gemma":[0.0007177748,0.0001304738,0.0004208598,0.002050907,0.00002522457,0.00000263702,0.8064687,0.00001545689,0.0001791401,0.0003659837,0.1893065,0.0003162982],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8308229,0.1135441,1.280302e-7,0.00003197518,0.0007686307,0.0001255625,0.00003008527,0.00009464486,0.05458198],"genre_scores_gemma":[0.9888232,0.0004217227,0.00006246899,0.00009212785,0.001752285,0.00001038139,0.00004362393,0.00002473028,0.00876949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1887268,"threshold_uncertainty_score":0.7379943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006536596274075398,"score_gpt":0.2328353626785927,"score_spread":0.2262987664045173,"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."}}