{"id":"W2078564575","doi":"10.1108/15253831111149780","title":"Gravity, the English language and international business","year":2011,"lang":"en","type":"article","venue":"Multinational Business Review","topic":"International Business and FDI","field":"Business, Management and Accounting","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"International business; Lingua franca; Business English; Language assessment; Multinational corporation; Linguistics; Foreign language; Corporation; Originality; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005270477,0.0002592342,0.000263713,0.0002044658,0.0002390024,0.0002349541,0.000598784,0.00005771252,0.001378789],"category_scores_gemma":[0.001253701,0.0001803989,0.00007616234,0.001011325,0.0001513509,0.001380893,0.0004037934,0.000146053,0.0002596575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003097753,"about_ca_system_score_gemma":0.00003399907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000462251,"about_ca_topic_score_gemma":0.00004677699,"domain_scores_codex":[0.9985087,0.00001631231,0.0004181897,0.0003521205,0.0004774191,0.0002272576],"domain_scores_gemma":[0.996619,0.00005902237,0.0003187784,0.0002505121,0.002737928,0.00001478897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001794888,0.00119852,0.07722904,0.008672718,0.0003685898,0.0001218585,0.001306516,0.00003548789,0.0002436512,0.5926846,0.05711131,0.2608482],"study_design_scores_gemma":[0.0005749465,0.000001799196,0.6436518,0.001144457,0.0001067072,0.00002556456,0.0001344492,0.0005154885,0.000005561525,0.002741593,0.3507018,0.0003958498],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2120539,0.08030855,0.006037476,0.09454258,0.01900209,0.005559803,0.0001988078,0.001531807,0.580765],"genre_scores_gemma":[0.972789,0.005817694,0.0007149861,0.0145114,0.003771546,0.0002113437,0.0004649252,0.00006664771,0.001652419],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7607352,"threshold_uncertainty_score":0.9995341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03146615453345929,"score_gpt":0.2633222156679794,"score_spread":0.2318560611345201,"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."}}