{"id":"W2788632345","doi":"10.5539/elt.v11n3p50","title":"Teaching Accounting in English in Higher Education – Does the Language Matter?","year":2018,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Active listening; Mathematics education; Business English; Accounting; English language; Reading (process); Language proficiency; Pedagogy; Linguistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00223363,0.0002866774,0.0002373009,0.0005669688,0.0003760665,0.0008319261,0.0006648006,0.0001243208,0.001453709],"category_scores_gemma":[0.001251957,0.0002106782,0.00007896023,0.0004730177,0.00007559004,0.001980996,0.0002384106,0.001090312,0.000230425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664125,"about_ca_system_score_gemma":0.00005482655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009734792,"about_ca_topic_score_gemma":0.002451565,"domain_scores_codex":[0.9981004,0.0001084434,0.000445264,0.0004661816,0.0003458097,0.0005338802],"domain_scores_gemma":[0.9989334,0.0001492951,0.0002684867,0.0005174304,0.0001134159,0.00001802172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000317889,0.0004508291,0.5134869,0.0002649862,0.00002569118,0.0000183114,0.3868591,0.00001842285,0.001091319,0.01828956,0.02097983,0.05848332],"study_design_scores_gemma":[0.001066596,0.000009028714,0.1303222,0.0005956669,0.00005333919,0.000002497636,0.6305881,0.0004523598,0.00009631539,0.0005943886,0.2352007,0.0010188],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7912161,0.0001492576,0.000006969077,0.001191744,0.003866502,0.0002425651,0.000001287994,0.0002842884,0.2030413],"genre_scores_gemma":[0.9702697,6.275332e-7,0.0001673205,0.008491386,0.01613385,0.00005882265,0.0000489918,0.00006790918,0.004761361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3831647,"threshold_uncertainty_score":0.9994591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007523418217941456,"score_gpt":0.2481986536266741,"score_spread":0.2406752354087327,"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."}}