{"id":"W2748514888","doi":"10.5539/elt.v10n9p181","title":"Corpus-aided Business English Collocation Pedagogy: An Empirical Study in Chinese EFL Learners","year":2017,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Guangdong University of Foreign Studies","keywords":"Business English; Competence (human resources); Collocation (remote sensing); Psychology; Learner autonomy; Empirical research; Mathematics education; Pedagogy; Autonomy; Questionnaire; Computer science; Language education; Sociology","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":[0.002571838,0.0004505881,0.0006416628,0.001036328,0.001996862,0.0009692961,0.0006965409,0.000568957,0.002200755],"category_scores_gemma":[0.00521891,0.0002929016,0.0002300206,0.0008868019,0.001203964,0.001304481,0.001040167,0.0006856998,0.0003927474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113869,"about_ca_system_score_gemma":0.002484351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008506934,"about_ca_topic_score_gemma":0.01164469,"domain_scores_codex":[0.9988976,0.0003546543,0.0001065464,0.0001948029,0.000283642,0.0001627794],"domain_scores_gemma":[0.9973348,0.001166429,0.0003173878,0.0001793765,0.0006587859,0.0003431568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003822932,0.007491297,0.2173339,0.0007164799,0.00003147489,0.002966285,0.647955,0.0003622466,0.02840064,0.001173943,0.000513641,0.09267287],"study_design_scores_gemma":[0.0001294382,0.005642757,0.3907018,0.0002642841,0.0001322275,0.0020597,0.561613,0.002460814,0.0218684,0.0006102395,0.01436286,0.000154602],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995878,0.0000200462,0.00007678202,0.00001134289,7.917839e-7,0.00002830188,0.000005092835,9.790215e-7,0.0002687713],"genre_scores_gemma":[0.9976953,0.000127038,0.0007289578,0.0000325575,0.000003316155,0.00007393009,0.00002804173,0.000003941368,0.001306877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008506934,"threshold_uncertainty_score":0.01691484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565456947230369,"score_gpt":0.4062105700140263,"score_spread":0.3805560005417226,"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."}}