{"id":"W4403779247","doi":"10.5539/elt.v17n11p92","title":"An Action Research on the Effects of “Production-Oriented Approach” on Senior High School Students’ English Writing","year":2024,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Action research; Mathematics education; Action (physics); Production (economics); 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":[],"consensus_categories":[],"category_scores_codex":[0.003657974,0.0001465083,0.0001342718,0.0004247877,0.0004683849,0.0002508698,0.001013508,0.0001285498,0.000016048],"category_scores_gemma":[0.005295102,0.0001110123,0.00005293366,0.0006058934,0.00008448449,0.0005259364,0.0001555197,0.001992916,0.00002113339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001253651,"about_ca_system_score_gemma":0.00008111945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009603719,"about_ca_topic_score_gemma":0.000005322553,"domain_scores_codex":[0.9971652,0.001017704,0.0002080682,0.0005966071,0.0007057139,0.0003066802],"domain_scores_gemma":[0.9971268,0.001720142,0.0000539998,0.0008886979,0.0001408216,0.00006951781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000275854,0.0009658054,0.001735221,0.0002945182,0.0001118943,0.00003876225,0.2483243,0.0002530244,0.01115317,0.6940171,0.00290783,0.04017083],"study_design_scores_gemma":[0.001772925,0.003782596,0.02585721,0.003743964,0.000119643,0.00006361432,0.6734634,0.008810448,0.259267,0.008385829,0.0128495,0.001883894],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896021,0.0002431321,0.002906575,0.0004832101,0.003211493,0.0003533348,0.000002140943,0.0007156343,0.002482392],"genre_scores_gemma":[0.9950655,0.000008558653,0.002103993,0.0001005504,0.00206506,0.00008631888,0.00001435048,0.00001997885,0.0005357531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6856312,"threshold_uncertainty_score":0.8658339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03292785019879571,"score_gpt":0.3887400671525311,"score_spread":0.3558122169537354,"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."}}