{"id":"W4311169769","doi":"10.1080/15348458.2022.2147526","title":"Reimagining Bilingual Education: A Linguistically Expansive Orientation","year":2022,"lang":"en","type":"article","venue":"Journal of Language Identity & Education","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Expansive; Neuroscience of multilingualism; Bilingual education; Linguistics; Multilingualism; Perspective (graphical); Psychology; Orientation (vector space); Sociology; Pedagogy; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005964602,0.0003910236,0.0002866236,0.0007085107,0.007196881,0.008824154,0.001155046,0.001337743,0.002903082],"category_scores_gemma":[0.004811567,0.0003010793,0.0003877457,0.0003791087,0.01374193,0.006597371,0.0216148,0.002975966,0.0005293261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003104485,"about_ca_system_score_gemma":0.007685542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002841754,"about_ca_topic_score_gemma":0.007189198,"domain_scores_codex":[0.9952839,0.002901232,0.000117942,0.0003014432,0.000535818,0.0008597054],"domain_scores_gemma":[0.9970323,0.0009110474,0.0002715052,0.0003243711,0.0003013405,0.001159465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001023014,0.0003567831,0.007004368,0.0002249536,0.00001049655,0.001517023,0.7685515,0.0002805823,0.007293812,0.1219392,0.00194668,0.09077218],"study_design_scores_gemma":[0.00004462573,0.0004792171,0.006181575,0.0003566528,0.00002113209,0.002188111,0.7514341,0.0007868974,0.004875849,0.04748074,0.186094,0.00005718407],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7778138,0.0007564983,0.02252644,0.009919948,0.0002194766,0.0001288695,0.00001429226,0.0001697418,0.1884509],"genre_scores_gemma":[0.9871677,0.0002172524,0.004233142,0.0005234376,0.0000250186,0.00005213659,0.000007913914,0.00003174862,0.00774164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008824154,"threshold_uncertainty_score":0.03154421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02840321535226475,"score_gpt":0.4775617171511117,"score_spread":0.449158501798847,"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."}}