{"id":"W4378717907","doi":"10.5539/elt.v16n6p176","title":"Improving the English Speaking Ability of Sixth Grade Thai Students Using the Role-play Technique","year":2023,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Language Acquisition and Education","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Vocabulary; Nonprobability sampling; Test (biology); Mathematics education; Self-confidence; Social psychology; Population","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":[0.00411478,0.0002211493,0.0002286455,0.0001575468,0.0004645687,0.0001446907,0.0008598853,0.0001393829,0.0004336573],"category_scores_gemma":[0.001716405,0.0001409617,0.0001466276,0.0004497491,0.0001106701,0.0002234182,0.0002639735,0.0008997943,0.0000178897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130001,"about_ca_system_score_gemma":0.00003815481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002749504,"about_ca_topic_score_gemma":0.00005485297,"domain_scores_codex":[0.9972677,0.0009795767,0.0004275895,0.0004028534,0.0004508817,0.0004714335],"domain_scores_gemma":[0.9979295,0.00064694,0.0002789496,0.001001883,0.00007979089,0.00006293953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000151487,0.0001491707,0.01195314,0.0000265115,0.00007081221,0.00001884969,0.943284,0.00005799788,0.03192091,0.000884169,0.0002031157,0.01141615],"study_design_scores_gemma":[0.0005563832,0.00004922509,0.01494439,0.0001009109,0.0001065663,0.00001978116,0.9731378,0.0003528337,0.008558933,0.0001867569,0.001625421,0.0003610091],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878356,0.0004355352,0.00115052,0.00007089225,0.001764184,0.0006936216,0.0000183619,0.0005220709,0.007509177],"genre_scores_gemma":[0.997326,0.000001500639,0.0004195886,0.0002699116,0.001609288,0.00009288896,0.0000370869,0.00005102966,0.000192773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02985376,"threshold_uncertainty_score":0.5748252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570200570037187,"score_gpt":0.339949282564163,"score_spread":0.3242472768637911,"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."}}