{"id":"W2763364112","doi":"10.5539/elt.v10n11p22","title":"English Grammar and Thai University Students: An Insurmountable Linguistic Battle?","year":2017,"lang":"en","type":"article","venue":"English Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grammar; Linguistics; Psychology; English grammar; Test (biology); Sentence; Traditional grammar","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001063906,0.0002232767,0.0002497872,0.0001118264,0.003303869,0.001742081,0.0007080071,0.00007347995,0.0002982574],"category_scores_gemma":[0.003582029,0.0002228559,0.00006125858,0.00001081613,0.0002165852,0.0008119157,0.000288902,0.001024036,0.00001353245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006373753,"about_ca_system_score_gemma":0.00002117852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004411987,"about_ca_topic_score_gemma":0.001861019,"domain_scores_codex":[0.9984809,0.0003270708,0.0001623237,0.0003931443,0.0002706049,0.0003659315],"domain_scores_gemma":[0.9987536,0.0002029636,0.0001786166,0.0006329465,0.00007306928,0.0001587716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001635407,0.0001057441,0.01512601,0.00003187331,0.00004530499,0.00008803291,0.9304594,0.000006182855,0.00002749025,0.04778375,0.0001867596,0.006123055],"study_design_scores_gemma":[0.001184914,0.0001282619,0.003503431,0.0001691757,0.00009341816,0.000002924351,0.5633197,0.0001632431,0.00001249769,0.000144175,0.4307035,0.0005747487],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8130099,0.0001753995,0.00002700527,0.00001760334,0.001405058,0.00008489854,0.0000208915,0.0004083804,0.1848508],"genre_scores_gemma":[0.9865859,0.00001009954,0.0002576632,0.000058996,0.003597147,0.000001321072,0.00003687989,0.00004210606,0.009409913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4305167,"threshold_uncertainty_score":0.9992942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01636988355764804,"score_gpt":0.2646555631016322,"score_spread":0.2482856795439842,"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."}}