{"id":"W4415605005","doi":"10.5539/elt.v18n11p168","title":"From Restriction to Responsibility: AI Guideline Development in a Project-based English Program","year":2025,"lang":"","type":"article","venue":"English Language Teaching","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Guideline; Generative grammar; TRACE (psycholinguistics); Citizen journalism; Adaptation (eye); Faculty development","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":[0.05502472,0.0003379538,0.0003362832,0.001509563,0.006683575,0.006558257,0.002301384,0.001959312,0.002183475],"category_scores_gemma":[0.1133198,0.0004972815,0.0002904515,0.001716727,0.005341685,0.005592311,0.007681183,0.00414986,0.0007281465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004063917,"about_ca_system_score_gemma":0.02399041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003153843,"about_ca_topic_score_gemma":0.007375657,"domain_scores_codex":[0.9280453,0.05552308,0.003515053,0.003047821,0.007358959,0.002509716],"domain_scores_gemma":[0.8886037,0.05877775,0.007340981,0.009767138,0.02584367,0.009666849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001694382,0.002382977,0.0296474,0.0007917025,0.00004129712,0.003514082,0.3982625,0.003312113,0.00820641,0.05908818,0.02450019,0.4700837],"study_design_scores_gemma":[0.0002131125,0.002355044,0.02961152,0.001186156,0.00007725987,0.0019661,0.4293595,0.00824898,0.0230218,0.05386806,0.4498007,0.0002919049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7204335,0.0006187482,0.1800918,0.02487695,0.0004748072,0.002683893,0.000155296,0.0009720611,0.06969291],"genre_scores_gemma":[0.8290551,0.0003708631,0.1519494,0.00249269,0.00004796738,0.001322109,0.0002005985,0.0002154042,0.014346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05502472,"threshold_uncertainty_score":0.291002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05358833447037961,"score_gpt":0.4496615250236411,"score_spread":0.3960731905532615,"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."}}