{"id":"W4407667321","doi":"10.5539/elt.v18n3p10","title":"Corpus-Based Comparative Analysis of Quantitative and Qualitative Research Articles in TEFL: A Lexico-Grammatical and Move Structure Approach","year":2025,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Lexico; Linguistics; Qualitative research; Sociology; Philosophy; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.00199604,0.0001879988,0.0006953468,0.001241033,0.0002873804,0.0001888984,0.0001457384,0.00005033662,0.00008757866],"category_scores_gemma":[0.00159217,0.0001504167,0.00008718622,0.0005343651,0.001168252,0.0002105184,0.0001239656,0.0005779393,3.735166e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004560473,"about_ca_system_score_gemma":0.00003146793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002039738,"about_ca_topic_score_gemma":0.008120106,"domain_scores_codex":[0.9972367,0.001362166,0.0004107323,0.0003686642,0.0003401337,0.0002816528],"domain_scores_gemma":[0.997261,0.002169057,0.0001163769,0.0002279852,0.0001803766,0.00004518054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004096572,0.00009713013,0.001067373,0.00006835871,0.0007762716,0.000004653982,0.6570262,0.0001846009,0.0001243027,0.339727,0.00003515872,0.000847909],"study_design_scores_gemma":[0.000445182,0.00006304046,0.001136332,0.00009275087,0.0004595665,8.524815e-8,0.9796133,0.01493589,0.0002210932,0.002800435,0.00008025779,0.0001520885],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593363,0.002568126,0.000565999,0.00008527634,0.00003155215,0.0002285997,0.0001050716,0.00003476535,0.03704435],"genre_scores_gemma":[0.9967964,0.000005887863,0.002704944,0.00005243727,0.00004130098,0.00002247278,0.00004769407,0.000008373379,0.0003204414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3369266,"threshold_uncertainty_score":0.6133815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08623131597008693,"score_gpt":0.4367182142878273,"score_spread":0.3504868983177403,"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."}}