{"id":"W2051087021","doi":"10.1111/j.1467-971x.2006.00470.x","title":"Language, identity, and education of Caribbean English speakers","year":2006,"lang":"en","type":"article","venue":"World Englishes","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Identity (music); Linguistics; English language; Sociology; American English; Varieties of English; First language; Language assessment; Pedagogy; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002795822,0.00005813498,0.00008675531,0.0001236277,0.0001246072,0.00007709621,0.0001110037,0.00003173898,0.0002836137],"category_scores_gemma":[0.0003926053,0.00006281585,0.00002863492,0.000324268,0.0001673813,0.0002724188,0.00001807127,0.00006189616,0.000006920038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003757195,"about_ca_system_score_gemma":0.0002081582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04747037,"about_ca_topic_score_gemma":0.06021225,"domain_scores_codex":[0.9993801,0.00006900198,0.0001421978,0.0001084885,0.0001648273,0.0001354297],"domain_scores_gemma":[0.9995432,0.0000759126,0.00006435218,0.0001041467,0.0001461504,0.00006627428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005433445,0.000205625,0.05712589,0.0000501524,0.00001099909,5.187395e-7,0.3665922,0.000007992871,0.0001123124,0.4816036,0.04940158,0.04488374],"study_design_scores_gemma":[0.0001584388,0.000006265386,0.07281409,0.00002899563,0.00001779078,1.622915e-7,0.06190868,0.000002987589,0.0006186268,0.003309389,0.8609828,0.0001517084],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4833946,0.0003991131,0.000001370946,0.0002454566,0.0006941239,0.00007305566,0.000002867004,0.0000411097,0.5151483],"genre_scores_gemma":[0.9675925,0.00002831525,0.0002718097,0.0001196243,0.001501958,0.000004954538,0.00001054478,0.000006246113,0.030464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8115813,"threshold_uncertainty_score":0.9588726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214749828972884,"score_gpt":0.3842840515993519,"score_spread":0.3628090687020635,"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."}}