{"id":"W4416407102","doi":"10.5539/jel.v15n2p66","title":"Teaching English Vocabulary for Specific Purposes: A Case Study of Arts Vocabulary","year":2025,"lang":"","type":"article","venue":"Journal of Education and Learning","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocabulary; The arts; English language; Vocabulary learning; Teaching method; English vocabulary; Language arts","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003324452,0.0002947988,0.0006924095,0.001165785,0.0007139136,0.000179281,0.0002090498,0.0002191278,0.00313762],"category_scores_gemma":[0.001185438,0.0003011537,0.000246567,0.0003208937,0.00007727813,0.0002784635,0.00005394376,0.002080085,0.0000040622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008755703,"about_ca_system_score_gemma":0.0004767085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000201766,"about_ca_topic_score_gemma":0.000009286206,"domain_scores_codex":[0.9959868,0.001593423,0.001467898,0.000386826,0.0002415392,0.0003235497],"domain_scores_gemma":[0.9960597,0.001184384,0.00159536,0.0003001945,0.0006631958,0.0001971461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006842189,0.005472352,0.007288964,0.0004482964,0.0008793641,0.0007922165,0.5457761,0.0003377845,0.00049842,0.001112313,0.00975326,0.4269568],"study_design_scores_gemma":[0.003190797,0.001945018,0.003333455,0.0005313213,0.0003638461,0.00314564,0.771984,0.0001228982,0.00001838876,0.00004006674,0.2151101,0.0002144708],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9418558,0.0444539,0.001420095,0.0003991847,0.00508953,0.0006430342,0.000001593247,0.00001632747,0.006120568],"genre_scores_gemma":[0.9895264,0.0001157862,0.0009091784,0.00131904,0.001728782,0.00002039087,0.0000067484,0.00003753241,0.006336126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4267423,"threshold_uncertainty_score":0.999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02154342634826936,"score_gpt":0.363807572369631,"score_spread":0.3422641460213617,"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."}}