{"id":"W4413163066","doi":"10.1177/0261927x251364004","title":"The Language Fluency Paradox During Cultural Faux Pas: Poor Language Fluency Boosts Likability but Undermines Competence in Nonnative Professionals","year":2025,"lang":"en","type":"article","venue":"Journal of Language and Social Psychology","topic":"Social and Intergroup Psychology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Fluency; Psychology; Competence (human resources); Cultural competence; Linguistics; Cognitive psychology; Social psychology; Pedagogy; Mathematics education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001117932,0.0001803894,0.0002309811,0.0002452275,0.0004456715,0.001124726,0.0001373762,0.0003081294,0.001955881],"category_scores_gemma":[0.005275998,0.00009144803,0.0001605535,0.00007459101,0.0006548844,0.0003856397,0.0007317997,0.0005399709,0.0001885384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002686531,"about_ca_system_score_gemma":0.0003795405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001539385,"about_ca_topic_score_gemma":0.002352916,"domain_scores_codex":[0.9994863,0.0001899001,0.00002586396,0.00006567454,0.0001485312,0.00008362447],"domain_scores_gemma":[0.9975383,0.0009696066,0.0006888279,0.0001621241,0.0002017238,0.0004393322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002702643,0.001144113,0.732526,0.0002871622,0.0002218171,0.002422835,0.05348193,0.0003958302,0.1518734,0.001900072,0.001060679,0.05198361],"study_design_scores_gemma":[0.00002561331,0.0006768616,0.9693016,0.0000270777,0.00003828398,0.0008183584,0.01894233,0.0004724784,0.007436557,0.001374622,0.0008544149,0.00003176325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991776,0.00002282154,0.00007378392,0.00003379437,0.000002628673,9.26247e-7,0.000004635402,0.000002294183,0.0006815774],"genre_scores_gemma":[0.9996867,0.00001258844,0.00005735474,0.00002431417,0.000002380298,0.000001944504,0.000005972906,0.000001771599,0.0002070054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001955881,"threshold_uncertainty_score":0.00654304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279967267908229,"score_gpt":0.4179012309640076,"score_spread":0.3951015582849253,"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."}}