{"id":"W4403871338","doi":"10.1080/13488678.2024.2413537","title":"Linguistic correlates of second language users’ attitudes to Arabic and Chinese varieties of English: a verbal guise study","year":2024,"lang":"en","type":"article","venue":"Asian Englishes","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Linguistics; Arabic; Psychology; Sociology; History; Philosophy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0006089897,0.0001231635,0.0002710762,0.0001408405,0.0000940118,0.00007320596,0.0001813935,0.00008770327,0.0003508378],"category_scores_gemma":[0.01102258,0.0001080707,0.00005076365,0.0003277692,0.0002084258,0.00007688599,0.00007220806,0.0001269661,0.000006683117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000025465,"about_ca_system_score_gemma":0.0001351005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000936543,"about_ca_topic_score_gemma":0.003164727,"domain_scores_codex":[0.9989005,0.0001467435,0.0002883594,0.0002497733,0.0002282544,0.000186423],"domain_scores_gemma":[0.9988724,0.0004244864,0.00006450917,0.0001733955,0.0003589714,0.0001062361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002267524,0.0001394555,0.1115115,0.00009555642,0.0000917968,0.00003848743,0.8562274,0.000004310561,0.00004777861,0.03098008,0.0003161886,0.0005248055],"study_design_scores_gemma":[0.001462609,0.001129825,0.5821785,0.0002624788,0.0003244352,0.000003578058,0.3527262,0.00006513151,0.0001761331,0.005675806,0.05529817,0.0006971859],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343964,0.0005396966,0.00002086781,0.00006508895,0.002485737,0.000296719,0.00002836269,0.00009972001,0.06206744],"genre_scores_gemma":[0.9980832,0.00001075203,0.0002005364,0.00003132398,0.0007467162,0.00001261119,0.000004428281,0.00001400607,0.0008964412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5035012,"threshold_uncertainty_score":0.997308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01063601456803848,"score_gpt":0.2998401119167034,"score_spread":0.2892040973486649,"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."}}