{"id":"W4283166796","doi":"10.5539/elt.v15n7p110","title":"Mixed-Method Research On EFL Graduate Students’ Academic Writing Practices","year":2022,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Educational Methods and Analysis","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Academic writing; Mathematics education; Graduate students; Turkish; Academic year; Demographics; English for academic purposes; Face (sociological concept); Pedagogy; Sociology; Linguistics","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","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0503752,0.0001100188,0.0001772133,0.0003542963,0.003900534,0.000265432,0.0009375694,0.00006417206,0.0003471976],"category_scores_gemma":[0.02370969,0.0001141977,0.00009806952,0.0007434817,0.00008126311,0.0003185758,0.000343045,0.003473449,0.00001919789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003468492,"about_ca_system_score_gemma":0.0001709901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004949411,"about_ca_topic_score_gemma":0.0001373736,"domain_scores_codex":[0.9836819,0.01275294,0.0002755477,0.0004290459,0.00233409,0.0005264877],"domain_scores_gemma":[0.993037,0.006161401,0.0002971145,0.0002542807,0.0001065669,0.0001436693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001563022,0.0002517999,0.01882333,0.0000136671,0.00006347628,0.00003494128,0.811844,0.0001907896,0.0005633251,0.06646,0.001654809,0.1000843],"study_design_scores_gemma":[0.0001161997,0.00003615556,0.0008978206,0.00002621707,0.00002250986,9.135132e-7,0.974436,0.00005192971,0.00006674491,0.001182074,0.02301882,0.0001446222],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507917,0.0003951997,0.0002705695,0.002550616,0.0007321712,0.0001754458,0.000008995963,0.00013948,0.04493587],"genre_scores_gemma":[0.9767309,0.00003352361,0.01642157,0.0003643861,0.00254095,0.00009177954,0.00001543605,0.00002333157,0.003778102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.162592,"threshold_uncertainty_score":0.9988256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2423985458683638,"score_gpt":0.5709054687827442,"score_spread":0.3285069229143804,"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."}}