{"id":"W2126039749","doi":"10.5539/elt.v4n1p33","title":"Theme-based Group Teaching of College Oral English: Endorsed by Students in Chinese EFL Context","year":2011,"lang":"en","type":"article","venue":"English Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Class (philosophy); Theme (computing); Context (archaeology); Mathematics education; Qualitative research; Teaching method; College English; Control (management); Pedagogy; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003289192,0.0004682177,0.0006782004,0.0003789764,0.0005492618,0.0001787773,0.0008087322,0.0001363465,0.0009636924],"category_scores_gemma":[0.002360754,0.0004026922,0.0002203178,0.00007818703,0.0001758594,0.0005857532,0.0001548453,0.002147005,0.00001421372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001107225,"about_ca_system_score_gemma":0.00003285627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009086239,"about_ca_topic_score_gemma":0.002437611,"domain_scores_codex":[0.9962202,0.001311187,0.0007367144,0.0005275386,0.0005816908,0.0006226974],"domain_scores_gemma":[0.9983702,0.0005474807,0.000353115,0.0005165433,0.00007177166,0.0001408681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001052508,0.0008625443,0.04478328,0.00007563578,0.00007387102,0.0000572539,0.9314615,0.000009201253,0.000442545,0.0161901,0.0008452177,0.005093645],"study_design_scores_gemma":[0.006343627,0.0005256229,0.0027421,0.0006364484,0.00009101815,0.000002431024,0.95432,0.0003901346,0.0004414003,0.0001675767,0.03319081,0.001148864],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9078038,0.0005107993,0.00008604484,0.0000129422,0.0009316687,0.000355652,0.00009819132,0.0004405973,0.08976027],"genre_scores_gemma":[0.9961185,0.000001724052,0.0006338008,0.0002864803,0.0008205807,0.00003820751,0.0001153551,0.0001034414,0.001881898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08831468,"threshold_uncertainty_score":0.9999496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01757304183661624,"score_gpt":0.2578565642531419,"score_spread":0.2402835224165257,"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."}}