{"id":"W3196134004","doi":"","title":"Migrant Women English Instructors’ Transformative Workplace Learning Experiences in Post-Secondary English Language Programs in Ontario, Canada","year":2021,"lang":"en","type":"article","venue":"International Journal of Educational and Pedagogical Sciences","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transformative learning; English language; Pedagogy; English as a second language; English-language learner; Workplace learning; Sociology; Medical education; Work (physics); Psychology; Mathematics education; Medicine; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001432264,0.0001018456,0.000171657,0.000156603,0.0002323356,0.0003252358,0.0004377294,0.00005702881,0.005706755],"category_scores_gemma":[0.002638699,0.00008680113,0.00003826427,0.0004458321,0.0003669458,0.001151184,0.00003167513,0.0005795022,0.000001071313],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007201393,"about_ca_system_score_gemma":0.01201608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6258895,"about_ca_topic_score_gemma":0.9493749,"domain_scores_codex":[0.9976575,0.000396753,0.0004590205,0.0002036612,0.001001952,0.0002810803],"domain_scores_gemma":[0.997749,0.0009674189,0.0002874352,0.00003299777,0.0007793942,0.0001837096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002568159,0.0001186232,0.3228318,0.000002075031,0.00001103701,0.00001606207,0.6717484,0.00005784287,0.000008642859,0.001631238,0.00003628506,0.003512287],"study_design_scores_gemma":[0.0002348252,0.00005959194,0.2001905,0.0000582053,0.000001959387,0.00001390484,0.7037973,0.000002435863,0.00000954776,0.0003343348,0.09519741,0.0001000269],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795426,0.0004182465,7.372122e-7,0.007777269,0.002059062,0.00006587619,0.000001799967,0.000004294496,0.01013018],"genre_scores_gemma":[0.997144,0.00007452093,0.0003363774,0.0002486177,0.0004985146,0.00001937668,0.000007736679,0.000002827387,0.001667989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3234854,"threshold_uncertainty_score":0.9952022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06130537872327718,"score_gpt":0.3667696111307834,"score_spread":0.3054642324075062,"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."}}