{"id":"W4402300293","doi":"10.21832/9781800410602-011","title":"7 Professional Development and Teacher Content- Language Awareness in Canadian French Immersion","year":2024,"lang":"en","type":"book-chapter","venue":"Multilingual Matters eBooks","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Immersion (mathematics); French immersion; Content (measure theory); Psychology; Pedagogy; Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002656511,0.0003837896,0.0003450886,0.0004980211,0.0002930711,0.0001916981,0.0001437086,0.0002131077,0.002357301],"category_scores_gemma":[0.000009814015,0.000333064,0.00007202681,0.000003829695,0.0001390638,0.00003773145,0.00008794625,0.000959246,0.0002340977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002167851,"about_ca_system_score_gemma":0.0003018316,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2801769,"about_ca_topic_score_gemma":0.6128581,"domain_scores_codex":[0.9985228,0.00002668458,0.0003629003,0.000469986,0.0001939714,0.000423647],"domain_scores_gemma":[0.9994655,0.00005584613,0.0000924913,0.0001686138,0.00003039872,0.0001871296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002857792,0.00003030571,0.0006862105,0.0006990138,0.0002368889,0.001558877,0.748031,0.00000144895,0.0001288661,0.02479547,0.002973896,0.2208294],"study_design_scores_gemma":[0.0004881547,0.0000238232,0.0001791031,0.002044481,0.00005314625,0.00001956255,0.02935621,0.0000793549,0.0001019729,0.0001456742,0.9667501,0.0007583956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.515767,0.00140312,2.373659e-7,0.0001928171,0.001530685,0.0002764868,0.00004915063,0.00009411151,0.4806864],"genre_scores_gemma":[0.3085782,7.860004e-7,0.00002358086,0.0008690486,0.0002931142,0.00001386212,0.000109635,0.00007227623,0.6900395],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9637762,"threshold_uncertainty_score":0.9999121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04473797318762031,"score_gpt":0.2641511531610836,"score_spread":0.2194131799734633,"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."}}