{"id":"W1987853300","doi":"10.1080/01434632.2013.803714","title":"Style, identity and literacy: English in Singapore","year":2013,"lang":"en","type":"article","venue":"Journal of Multilingual and Multicultural Development","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Crandall University","funders":"","keywords":"Literacy; Style (visual arts); Identity (music); Sociology; Linguistics; Pedagogy; Psychology; Art; Literature","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":[],"consensus_categories":[],"category_scores_codex":[0.0006941291,0.0001314946,0.0002251063,0.0001444825,0.0002404277,0.0002604636,0.0001245777,0.00008876564,0.0001261155],"category_scores_gemma":[0.001239406,0.0000955355,0.00003708562,0.0001536325,0.0001509268,0.000968911,0.00004953564,0.0002371422,0.000009477541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001042016,"about_ca_system_score_gemma":0.0002448065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001508157,"about_ca_topic_score_gemma":0.001031205,"domain_scores_codex":[0.998619,0.0001129299,0.0005542938,0.0001400991,0.0003142268,0.0002594022],"domain_scores_gemma":[0.9985612,0.0001479413,0.0002399646,0.000044223,0.0007168598,0.0002898244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000170743,0.0001222839,0.01341165,0.00003080712,0.00001963094,0.000008917808,0.7443597,0.000002181296,0.0004611581,0.00009481422,0.0001700085,0.2413018],"study_design_scores_gemma":[0.002058621,0.00005305074,0.7161713,0.0003146383,0.00001833195,0.00002852428,0.1341859,0.000125802,0.001312894,0.0001579759,0.145146,0.0004270068],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973079,0.0005209175,0.000002221969,0.0006092151,0.0005408063,0.0002027321,7.154607e-7,0.00001271809,0.0008027721],"genre_scores_gemma":[0.9897774,0.0003660434,0.007987129,0.000234288,0.0003590478,0.00000472896,0.000001608771,0.000005492188,0.001264191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7027596,"threshold_uncertainty_score":0.3895825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0443430574895694,"score_gpt":0.4089849928062705,"score_spread":0.3646419353167011,"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."}}