{"id":"W2189757985","doi":"10.1075/aral.38.3.06sch","title":"Linguistic barriers among Internationally Educated Teachers in Ireland and Canada","year":2015,"lang":"en","type":"article","venue":"Australian Review of Applied Linguistics","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Competence (human resources); Curriculum; Sociology; Context (archaeology); Linguistic competence; Multilingualism; Linguistics; Pedagogy; Psychology; Political science; Geography; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.0004289158,0.0001436532,0.000292302,0.00006456068,0.00005283171,0.00003829715,0.0001376146,0.00003427609,0.0002896524],"category_scores_gemma":[0.003023269,0.0001322,0.00002543141,0.00003434017,0.0001423005,0.000009393603,0.00002474478,0.0002985677,0.00000363399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008378918,"about_ca_system_score_gemma":0.0003578981,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4118586,"about_ca_topic_score_gemma":0.3773289,"domain_scores_codex":[0.9990161,0.00003503425,0.0003975077,0.0001758026,0.0001979174,0.0001776152],"domain_scores_gemma":[0.9992627,0.00008585211,0.0001803071,0.0001374227,0.0001608534,0.0001728851],"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":[0.00006870257,0.0001517294,0.08429617,0.009030529,0.0003629026,0.0002456269,0.1934043,0.0001645164,0.000007384554,0.5976163,0.1024972,0.01215466],"study_design_scores_gemma":[0.0003864105,0.00002659465,0.001249572,0.002468557,0.00007577815,0.000001773732,0.006459876,0.00002819436,0.000006867943,0.0003692175,0.9886677,0.000259405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6687441,0.004891305,0.000001338506,0.0002612799,0.001669377,0.0003772276,0.00004473434,0.0000465163,0.3239641],"genre_scores_gemma":[0.9960373,0.0001892953,0.0001544446,0.0005581256,0.0005510938,0.000008379548,0.00005558937,0.00001776715,0.002427984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8861706,"threshold_uncertainty_score":0.6340332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02124753848924364,"score_gpt":0.2557102811542732,"score_spread":0.2344627426650296,"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."}}