{"id":"W1997176130","doi":"10.5539/elt.v3n1p184","title":"Teaching English Speaking and English Speaking Tests in the Thai Context: A Reflection from Thai Perspective","year":2010,"lang":"en","type":"article","venue":"English Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":170,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pronunciation; Psychology; Active listening; Language assessment; Context (archaeology); Test (biology); Mathematics education; Foreign language; Perspective (graphical); Language education; Reading (process); Quality (philosophy); Language proficiency; Linguistics; Computer science; Artificial intelligence","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","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00421317,0.000534508,0.0005079174,0.0003758068,0.001878218,0.00163414,0.0006306916,0.0002133221,0.0003655934],"category_scores_gemma":[0.009685674,0.0004283187,0.000177188,0.00009371462,0.0002448825,0.001376289,0.0001968636,0.00713943,0.00001144788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000170248,"about_ca_system_score_gemma":0.0000461516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04145332,"about_ca_topic_score_gemma":0.05539375,"domain_scores_codex":[0.9959052,0.001395002,0.0005477247,0.000866656,0.0005410449,0.0007443473],"domain_scores_gemma":[0.9970083,0.00171675,0.000329056,0.0006580753,0.0001607488,0.0001270824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000248186,0.0001210271,0.004206838,0.00002005421,0.00005133871,0.00006495649,0.9137902,0.00001159591,0.0007335837,0.05505853,0.0001190658,0.025798],"study_design_scores_gemma":[0.000845725,0.00008561693,0.0008696346,0.0002782219,0.00006737275,0.00001066612,0.8995297,0.0002934503,0.00004815623,0.000541603,0.09685263,0.0005772068],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7369606,0.0006871888,0.00004011905,0.0001707435,0.002350378,0.0003009589,0.00002096959,0.0006536483,0.2588154],"genre_scores_gemma":[0.9837283,0.000005272194,0.0005587693,0.0006484979,0.01415795,0.00003245957,0.00004779942,0.0001108982,0.0007100531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2581053,"threshold_uncertainty_score":0.9998168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01565011108140139,"score_gpt":0.2739210513734546,"score_spread":0.2582709402920532,"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."}}