{"id":"W3085763079","doi":"","title":"Language Teachers on Study Abroad: A Discourse Analytic Approach to Teacher Identity","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Identity (music); Construct (python library); Sociology; Conceptualization; Pedagogy; Ideology; Normative; Cultural identity; Teacher education; Intercultural communication; Linguistics; Political science; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01441327,0.0008110011,0.0007822534,0.007106334,0.01228875,0.01717955,0.002121882,0.00211164,0.002587221],"category_scores_gemma":[0.01152408,0.0004287151,0.0004523764,0.005084196,0.0250942,0.01230478,0.008500939,0.003275598,0.0002862929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01013236,"about_ca_system_score_gemma":0.00720081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01554791,"about_ca_topic_score_gemma":0.01487546,"domain_scores_codex":[0.9894779,0.008742388,0.0001984142,0.0003967487,0.0005608331,0.0006236911],"domain_scores_gemma":[0.9863188,0.01148086,0.0006013479,0.000499441,0.0006846042,0.0004149698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009979043,0.00001875437,0.0006433533,0.00004888151,0.000002289046,0.0001587343,0.941308,0.00005838551,0.0002429224,0.05330912,0.0002260573,0.003973544],"study_design_scores_gemma":[0.000005968001,0.00001244155,0.0005528099,0.0001348609,0.000004938369,0.00009783349,0.9691334,0.0003350968,0.0002967429,0.01435504,0.01506266,0.000008186296],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.754936,0.003342054,0.06258053,0.01245589,0.0002165536,0.000682882,0.0002559648,0.0001462958,0.1653838],"genre_scores_gemma":[0.9828949,0.0008594354,0.0105166,0.0002618551,0.00003598794,0.0003239174,0.00007745999,0.0000497225,0.004980097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01717955,"threshold_uncertainty_score":0.07622558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3029855625517203,"score_gpt":0.62725303781139,"score_spread":0.3242674752596696,"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."}}