{"id":"W2758683895","doi":"","title":"Identity and Communication Experiences of Internationally Educated Instructors","year":2017,"lang":"en","type":"article","venue":"2017 Conference of the Canadian Society for the Study of Education","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Identity (music); Linguistics; Sociology; Social identity theory; Language acquisition; Pedagogy; Psychology; Social psychology; Social group; Aesthetics; Philosophy","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":[0.002108958,0.0003055627,0.0004956543,0.00106016,0.005956208,0.006519299,0.0006433866,0.0009500241,0.003480729],"category_scores_gemma":[0.008250295,0.0001958714,0.0002067428,0.0007686624,0.002864071,0.002367662,0.005209151,0.002162084,0.0005616808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00214424,"about_ca_system_score_gemma":0.002259823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02279347,"about_ca_topic_score_gemma":0.02625603,"domain_scores_codex":[0.9975689,0.0009943635,0.0000804094,0.0001785244,0.0005305778,0.0006471218],"domain_scores_gemma":[0.9957628,0.001214304,0.0009347569,0.0001581625,0.0006583419,0.001271559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006323611,0.0001477365,0.05399016,0.00002777184,0.000005266096,0.0005542432,0.9309044,0.00001837587,0.0009399182,0.001015222,0.000475272,0.01185842],"study_design_scores_gemma":[0.000005132087,0.00008217827,0.0219044,0.0000422532,0.000006472525,0.0002644918,0.9732609,0.00004209975,0.0001820487,0.0001579273,0.004039339,0.00001277646],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930513,0.0001530713,0.0000809444,0.0003233913,0.00003261819,0.000006183209,0.000008256786,0.000002702064,0.006341487],"genre_scores_gemma":[0.996461,0.0001477792,0.00005281253,0.0001348254,0.00001557098,0.000006340879,0.00001184131,0.000004734055,0.003165189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02279347,"threshold_uncertainty_score":0.04532158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1501572378518908,"score_gpt":0.4650817858136617,"score_spread":0.3149245479617709,"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."}}