{"id":"W4393898871","doi":"10.5430/wjel.v14n4p101","title":"Current English Language Teaching Using Production-Oriented Approach: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"World Journal of English Language","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chongqing University of Technology; Chongqing University","keywords":"Computer science; Production (economics); Linguistics; Mathematics education; Psychology; Economics; Philosophy; Macroeconomics","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005467651,0.0005855776,0.003392254,0.001345179,0.0004418305,0.000190346,0.0009846959,0.0002109209,0.00004887925],"category_scores_gemma":[0.02958243,0.0004304519,0.00108277,0.002341507,0.0002495552,0.0004147794,0.0001955504,0.002840425,0.00002335133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001329997,"about_ca_system_score_gemma":0.001085207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004662873,"about_ca_topic_score_gemma":0.00007685629,"domain_scores_codex":[0.9943428,0.001397331,0.002131483,0.0005400227,0.001011848,0.0005765375],"domain_scores_gemma":[0.9952866,0.0003411045,0.002502907,0.000688335,0.0009836727,0.0001973172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001242293,0.0001289194,6.961299e-7,0.6957669,0.0006021735,0.00003760467,0.2002881,6.318326e-7,2.54293e-7,0.001079431,0.01665442,0.0854397],"study_design_scores_gemma":[0.00003745212,0.000007491286,2.730607e-8,0.3849272,0.004059877,0.00002108188,0.05800115,2.129809e-7,2.400903e-7,0.000005128822,0.552689,0.0002511267],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003552153,0.9823854,0.00004116687,0.00004499002,0.01058742,0.001995225,0.00002319629,0.0005381622,0.004348942],"genre_scores_gemma":[0.00009059589,0.9871936,0.001218557,0.00003307976,0.008066971,0.0001367147,0.00001821817,0.0000910806,0.003151172],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5360346,"threshold_uncertainty_score":0.9998147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04623556818939443,"score_gpt":0.4019404285845958,"score_spread":0.3557048603952013,"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."}}