{"id":"W4206254645","doi":"10.1017/s0261444803271937","title":"Sociolinguistics","year":2003,"lang":"en","type":"article","venue":"Language Teaching","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Literacy; Grammar; Humanities; Political science; Library science; Pedagogy; Linguistics; Art; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001536316,0.0009170286,0.0007199521,0.002832256,0.004619419,0.007232713,0.0008823558,0.001834325,0.1033691],"category_scores_gemma":[0.00465755,0.000481804,0.0005404479,0.003272009,0.005047414,0.004851847,0.00326418,0.003348954,0.02501135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003528344,"about_ca_system_score_gemma":0.001961072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009515868,"about_ca_topic_score_gemma":0.0117146,"domain_scores_codex":[0.9986349,0.0006162061,0.0001073516,0.0002604171,0.0002685807,0.0001125861],"domain_scores_gemma":[0.9980884,0.0008712345,0.0000912759,0.000341628,0.0004613291,0.000146185],"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":[0.00003410501,0.00007415381,0.001664966,0.0003575864,0.00002240615,0.0005500985,0.01822964,0.0001737445,0.0004019553,0.3998941,0.371458,0.2071391],"study_design_scores_gemma":[0.000005138684,0.00001342041,0.001125374,0.0002244244,0.000004206565,0.0003358094,0.004495493,0.00008593723,0.00006098757,0.05348542,0.9401563,0.000007469165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004480401,0.04745239,0.01153031,0.02435307,0.003964605,0.0001064179,0.00160861,0.0006999585,0.9058043],"genre_scores_gemma":[0.2841473,0.04015233,0.01264611,0.006750728,0.00303232,0.0005991178,0.003488372,0.001152027,0.6480317],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1033691,"threshold_uncertainty_score":0.3458041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05435677785682807,"score_gpt":0.4929352579185216,"score_spread":0.4385784800616935,"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."}}