{"id":"W2774728157","doi":"","title":"Identity, Literacy, and English Language Teaching","year":2013,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Literacy; Identity (music); Meaning (existential); Pedagogy; Sociology; Mathematics education; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001940618,0.0001533988,0.0003184199,0.0004286357,0.0006320683,0.004587118,0.001607983,0.00008845942,0.02131359],"category_scores_gemma":[0.002011242,0.0001450936,0.00008303404,0.0004322158,0.0001824674,0.006306509,0.0004956074,0.0003802922,0.00005111134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006658063,"about_ca_system_score_gemma":0.0001966412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06020323,"about_ca_topic_score_gemma":0.0009161087,"domain_scores_codex":[0.9979395,0.0005144246,0.0004440748,0.0002464154,0.0005266491,0.000328882],"domain_scores_gemma":[0.9983484,0.0003901604,0.0003853278,0.0002414989,0.0002595832,0.0003749892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001510471,0.0002581818,0.4793969,0.00007061107,0.00007417393,0.000007359121,0.2521677,0.00000331917,0.006835103,0.006977159,0.05679563,0.1973988],"study_design_scores_gemma":[0.0004401651,0.000005348938,0.7471159,0.0003086541,0.00004476178,0.000003361486,0.01983156,0.00004015351,0.001219294,0.01470623,0.2157459,0.0005386451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9062582,0.005090565,0.00002205737,0.0006114622,0.0008427897,0.0003380373,0.000008929086,0.00004444172,0.08678347],"genre_scores_gemma":[0.9908281,0.002861747,0.0002640001,0.0007835891,0.000949878,0.00002155423,0.00000416271,0.00001992632,0.004267064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.267719,"threshold_uncertainty_score":0.9964462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2247443914122879,"score_gpt":0.6519326562404254,"score_spread":0.4271882648281375,"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."}}