{"id":"W4213269115","doi":"10.1017/s0261444805262390","title":"Bilingualism","year":2004,"lang":"en","type":"article","venue":"Language Teaching","topic":"Linguistic Education and Pedagogy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Purdue University","keywords":"Neuroscience of multilingualism; Mainstream; Praxis; Bilingual education; Pedagogy; Curriculum; Sociology; Competence (human resources); Psychology; Humanities; Political science; Art","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001687785,0.00006666103,0.00006862797,0.00004669478,0.0002376587,0.0001002264,0.00009095045,0.00001664164,0.002627768],"category_scores_gemma":[0.0002046058,0.00005553832,0.00003470878,0.000007522811,0.00004414573,0.0000514885,0.00001476383,0.0001640229,0.0003089729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000024968,"about_ca_system_score_gemma":0.0000381273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003223501,"about_ca_topic_score_gemma":0.001086664,"domain_scores_codex":[0.999559,0.00002441401,0.0001053677,0.0001031728,0.00007919773,0.000128866],"domain_scores_gemma":[0.9997283,0.00003605566,0.00003115362,0.0001459965,0.00001700675,0.00004144766],"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":[7.29486e-7,0.00002445478,0.00001631132,0.000004712759,0.000003887214,0.000008442747,0.4332882,0.00000312496,0.00006006112,0.5625172,0.0002272678,0.003845624],"study_design_scores_gemma":[0.0004928989,0.0000341991,0.00003866213,0.00004352921,0.00001860689,0.00001370675,0.1838444,0.0000122708,0.0002884699,0.01462004,0.800334,0.0002591835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5349289,0.0001875035,0.00013828,0.0008018524,0.001210596,0.00004592051,0.00000545506,0.000178469,0.462503],"genre_scores_gemma":[0.9794996,8.460594e-7,0.0007891246,0.001536646,0.002767444,0.000003080508,0.00001706332,0.00001251757,0.01537371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8001068,"threshold_uncertainty_score":0.998284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03568457058082162,"score_gpt":0.3194312451980532,"score_spread":0.2837466746172315,"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."}}