{"id":"W4386235388","doi":"10.3102/2005609","title":"Teaching ESL Writing in Canadian Schools: Teacher Preparedness and Pedagogical Challenges","year":2023,"lang":"en","type":"article","venue":"","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Preparedness; Mathematics education; Computer science; Pedagogy; Sociology; Psychology; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.002999935,0.00006754699,0.00009406453,0.000199231,0.0006091362,0.0001356944,0.0001050658,0.00009901598,0.00007213926],"category_scores_gemma":[0.00102631,0.000069939,0.00001663815,0.0001770398,0.00005379247,0.0001616902,0.00002367115,0.0002599643,0.00004306964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000199975,"about_ca_system_score_gemma":0.0004543427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7392899,"about_ca_topic_score_gemma":0.894652,"domain_scores_codex":[0.9987314,0.0002490077,0.000143932,0.0002312631,0.0001639627,0.0004804517],"domain_scores_gemma":[0.999467,0.0001503602,0.00002235901,0.00007774265,0.00002746887,0.0002551221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003327409,0.00005750804,0.1532571,0.00005448587,0.000007828925,0.00002237214,0.4831256,0.000004735067,0.0000338941,0.2071115,0.002893014,0.1534287],"study_design_scores_gemma":[0.0001475341,0.00001227644,0.05935455,0.0001153187,0.000003006453,0.00000204126,0.8827463,0.0002499166,0.000001411194,0.002531424,0.05464507,0.0001911355],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7259298,0.0002164705,6.065802e-7,0.01360918,0.00007173328,0.00008084022,6.293343e-7,0.0001707207,0.2599201],"genre_scores_gemma":[0.9914139,0.0001914085,0.0001247592,0.00009402324,0.0004339904,0.0000210997,0.000003696336,0.000008998552,0.007708135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3996207,"threshold_uncertainty_score":0.4685045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1922296458410105,"score_gpt":0.434821066721962,"score_spread":0.2425914208809515,"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."}}