{"id":"W4414617751","doi":"10.5539/jel.v15n1p293","title":"Unwillingness to Communicate in English During Group Discussions Among Thai Postgraduate Students: Level and Coping Strategies","year":2025,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Coping (psychology); Willingness to communicate; Higher education; Student engagement; Focus group; Qualitative research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002227435,0.0004285645,0.0003830398,0.0008267857,0.001465049,0.002000242,0.000485857,0.0008344798,0.001956578],"category_scores_gemma":[0.009797551,0.0003228748,0.0004376557,0.0004378696,0.001146024,0.0009310406,0.001627888,0.001021557,0.0002930033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005116481,"about_ca_system_score_gemma":0.0009719492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001485235,"about_ca_topic_score_gemma":0.002730589,"domain_scores_codex":[0.9983338,0.0006185758,0.0001707401,0.0001377221,0.0004304716,0.0003086993],"domain_scores_gemma":[0.9930868,0.002208538,0.002654318,0.000191375,0.0005362412,0.00132275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002449701,0.000749697,0.5944468,0.0003569382,0.00009265565,0.002961557,0.3459539,0.00009930228,0.01059886,0.0002046144,0.0004436848,0.04384698],"study_design_scores_gemma":[0.00002409733,0.001439459,0.3890462,0.0002012404,0.00008041856,0.003501368,0.6001285,0.0004600841,0.00147892,0.0003330351,0.0032159,0.00009077185],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994709,0.00007458205,0.00008149379,0.00007888328,0.000005628506,0.00001101834,0.00000572608,0.000001844364,0.0002699369],"genre_scores_gemma":[0.9990017,0.0001623732,0.0001698801,0.00008639455,0.00001078438,0.00002659586,0.0000201246,0.000001763917,0.0005203994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002227435,"threshold_uncertainty_score":0.01177996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02841508869515914,"score_gpt":0.3191840721968743,"score_spread":0.2907689835017152,"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."}}