{"id":"W4220775057","doi":"10.5539/ells.v12n2p21","title":"Business English Proficiency Acquisition Facilitated by Technology: Evaluations and Implications","year":2022,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Competence (human resources); Computer science; Perception; Mathematics education; Language acquisition; Business English; Reading (process); Second-language acquisition; Psychology; Knowledge management","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":[0.01339992,0.000504322,0.000676077,0.001392431,0.0005391971,0.001436046,0.0006021595,0.0006869631,0.003270195],"category_scores_gemma":[0.03291642,0.0001714183,0.0006369815,0.0007969813,0.000632023,0.001601731,0.00117442,0.000693418,0.0008891557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007252645,"about_ca_system_score_gemma":0.0008277759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022618,"about_ca_topic_score_gemma":0.001710135,"domain_scores_codex":[0.9896469,0.006586866,0.0007773944,0.0003702791,0.002090289,0.0005283653],"domain_scores_gemma":[0.9679332,0.02155058,0.001973284,0.0007723462,0.005401182,0.002369422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0235678,0.06495664,0.1600693,0.004614245,0.0005561371,0.0013165,0.03965645,0.002013468,0.01375627,0.0009786175,0.007282489,0.6812321],"study_design_scores_gemma":[0.002985605,0.2117352,0.658277,0.00225424,0.001341932,0.001475446,0.05396099,0.004921357,0.0318636,0.001332245,0.02955719,0.000295133],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937696,0.0004072986,0.0002778181,0.0001455655,0.00003157035,0.0003142618,0.0001102701,0.00001724881,0.00492645],"genre_scores_gemma":[0.9956203,0.0005687115,0.0008857817,0.00006484311,0.00003568914,0.0003393365,0.0002086311,0.00001340744,0.00226319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01339992,"threshold_uncertainty_score":0.07086635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126637842406812,"score_gpt":0.3394790208309545,"score_spread":0.3282126424068864,"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."}}