{"id":"W2130522741","doi":"10.1017/s026719051400018x","title":"Transnationalism, Multilingualism, and Identity","year":2015,"lang":"en","type":"article","venue":"Annual Review of Applied Linguistics","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":274,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transnationalism; Multilingualism; Identity (music); Diaspora; Sociology; Geopolitics; Linguistics; Literacy; Field (mathematics); Gender studies; Political science; Pedagogy; Aesthetics; Politics; Art","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":[0.001530793,0.0000917043,0.0002323736,0.00004920486,0.0001041647,0.00001998061,0.0001770184,0.00006466461,0.00007891339],"category_scores_gemma":[0.007141153,0.00009150771,0.00004271625,0.0001983069,0.0002455099,0.00003221098,0.00002456425,0.00009410451,0.00002180029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003277387,"about_ca_system_score_gemma":0.000554757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006312432,"about_ca_topic_score_gemma":0.0001508266,"domain_scores_codex":[0.9988143,0.00006437115,0.0003540887,0.000150309,0.0004571944,0.0001597261],"domain_scores_gemma":[0.9984523,0.0001749482,0.0001558979,0.0001340123,0.0008436487,0.0002392118],"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":[0.000006093725,0.00004677135,0.00002549221,0.0006955648,0.000008195403,5.29617e-7,0.04092897,0.0000011586,0.000001664041,0.9436499,0.003337973,0.01129771],"study_design_scores_gemma":[0.0001628566,0.000009277303,0.00005050836,0.0002440148,0.00003439453,2.294786e-7,0.004793778,0.000006794496,0.00002718847,0.009494055,0.9850747,0.0001022092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005886753,0.02671833,0.0001304051,0.002416005,0.001623822,0.0008491775,0.0001517093,0.0001028075,0.962121],"genre_scores_gemma":[0.9461875,0.03943744,0.005730676,0.005595182,0.002108643,0.00002120165,0.00005334439,0.00002127377,0.0008447523],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9817367,"threshold_uncertainty_score":0.8549144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0726465585746084,"score_gpt":0.4833942288207798,"score_spread":0.4107476702461714,"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."}}