{"id":"W3059771507","doi":"10.82396/cjcd.v17i1.3121","title":"Language and Identity from the Perspective of a NNES ESL Immigrant Teacher","year":2021,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Immigration; Refugee; Globe; Census; Perspective (graphical); Population; Identity (music); Gender studies; Foreign national; Sociology; Political science; Prime minister; Media studies; Politics; Psychology; Law; Demography","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":[0.003264367,0.0004394932,0.0005424504,0.0009921768,0.04036215,0.01289879,0.001510769,0.003542509,0.005091488],"category_scores_gemma":[0.002650643,0.0003306885,0.000300244,0.0007949019,0.02953295,0.007410008,0.01048871,0.01013091,0.0009656289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0139492,"about_ca_system_score_gemma":0.01699712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2142198,"about_ca_topic_score_gemma":0.3280235,"domain_scores_codex":[0.996669,0.001940026,0.00005187304,0.000213578,0.0002997451,0.0008256838],"domain_scores_gemma":[0.9979057,0.0003763537,0.0001397897,0.00005753829,0.0003009689,0.001219603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001206966,0.00005264305,0.002079523,0.00002187543,0.000002796516,0.001265889,0.9359525,0.00003622703,0.0002053347,0.04949442,0.007465814,0.00341093],"study_design_scores_gemma":[0.000001265403,0.00001172128,0.0003860266,0.00007458992,0.000001646899,0.0003206367,0.955134,0.00003127908,0.00003398503,0.001952844,0.04204381,0.000008168598],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5591959,0.006056098,0.001702818,0.2168719,0.001597047,0.00005919479,0.000102539,0.0000433223,0.2143711],"genre_scores_gemma":[0.926218,0.002409539,0.0007080912,0.01514351,0.0001113418,0.00003521439,0.00002517833,0.00004829209,0.0553009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2142198,"threshold_uncertainty_score":0.4259457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016389474129428,"score_gpt":0.3384695511928045,"score_spread":0.3220800770633765,"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."}}