{"id":"W4387431413","doi":"10.18806/tesl.v39i2/1377","title":"Becoming a Teacher of Culturally and Linguistically Diverse Learners: A Future Content-area Teacher’s Professional Identity Construction through Online Coursework","year":2022,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Texas at San Antonio","keywords":"Coursework; Pedagogy; Identity (music); Teacher education; Psychology; Sociocultural evolution; Professional development; Mathematics education; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000396079,0.0001496547,0.0002386289,0.0000547112,0.001470774,0.0001331865,0.0001745078,0.00003703999,0.04885003],"category_scores_gemma":[0.0002358444,0.000121032,0.0000716326,0.00003792824,0.0001604487,0.0002340024,0.0001039029,0.001458434,4.321884e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002135847,"about_ca_system_score_gemma":0.0004292837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1057808,"about_ca_topic_score_gemma":0.1790959,"domain_scores_codex":[0.9985287,0.0002249641,0.0003304326,0.0001655649,0.0005116051,0.000238692],"domain_scores_gemma":[0.9992619,0.00006966102,0.0003285167,0.00009143865,0.0001446303,0.000103905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009035212,0.001396948,0.03802045,0.0002909129,0.001698454,0.001676263,0.548315,0.0006741848,0.000664192,0.168788,0.145204,0.09236801],"study_design_scores_gemma":[0.001178929,0.0001520247,0.00234582,0.0001141283,0.0001307873,0.0006569231,0.7947381,0.0002791974,0.000002628595,0.0006555364,0.1994526,0.0002933167],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883734,0.005493344,0.00002883262,0.001585509,0.002311122,0.00009394408,0.00008762573,0.0000300604,0.001996189],"genre_scores_gemma":[0.9879539,0.00002014655,0.0006529042,0.004561475,0.002262682,0.000003738697,0.00004712973,0.00002077572,0.004477239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2464231,"threshold_uncertainty_score":0.9998292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04558868168580116,"score_gpt":0.267561259425709,"score_spread":0.2219725777399078,"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."}}