{"id":"W4415302704","doi":"10.5539/elt.v18n11p33","title":"Exploring the Teacher–Student–AI Triad in College EFL Teaching: A Perspective of HITL Theory","year":2025,"lang":"","type":"article","venue":"English Language Teaching","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jilin Office of Philosophy and Social Science","keywords":"Operationalization; Perspective (graphical); Argumentative; Language proficiency; Exploratory research; Perspective-taking; Intervention (counseling); Impromptu; Teaching method; Higher education","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009351583,0.0004734014,0.0006707626,0.0009828395,0.0008460297,0.000176157,0.002968377,0.0002774244,0.00008191854],"category_scores_gemma":[0.008253195,0.0004061016,0.0002711691,0.001023276,0.0004083645,0.001064624,0.001064268,0.005003505,0.00001085665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006073883,"about_ca_system_score_gemma":0.0006956861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115787,"about_ca_topic_score_gemma":0.0002592429,"domain_scores_codex":[0.9933891,0.003478967,0.0009078365,0.0009896609,0.0005075682,0.0007268127],"domain_scores_gemma":[0.9952433,0.00266409,0.0003438332,0.00151362,0.0001518991,0.00008324451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004498946,0.000527654,0.002323118,0.00003233121,0.000124563,0.00002601382,0.4222156,0.00005040021,0.0001706349,0.5502895,0.0002117952,0.02398344],"study_design_scores_gemma":[0.001831803,0.0001710739,0.01124283,0.0008745952,0.0001244962,0.00001432879,0.9501543,0.001203234,0.0009814011,0.03014003,0.002690078,0.0005718157],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8977498,0.006409709,0.007622091,0.006472133,0.003502771,0.0007864927,0.00001900735,0.0002774946,0.07716054],"genre_scores_gemma":[0.9916992,0.0000580382,0.001434817,0.0006005463,0.0006376131,0.0001539915,0.000003798192,0.00003051214,0.005381515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5279387,"threshold_uncertainty_score":0.9998391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03394288890125209,"score_gpt":0.3503584533662191,"score_spread":0.316415564464967,"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."}}