{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009787679,0.0005385361,0.0008131442,0.00270005,0.0330416,0.008594167,0.003689171,0.001649022,0.009445494],"category_scores_gemma":[0.02872897,0.0008040327,0.000589579,0.004828191,0.004141248,0.002727265,0.005364303,0.004014798,0.0007935687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1245243,"about_ca_system_score_gemma":0.4558864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9889381,"about_ca_topic_score_gemma":0.997067,"domain_scores_codex":[0.9874591,0.001627902,0.0004901769,0.0009794255,0.00393061,0.005512845],"domain_scores_gemma":[0.9472715,0.005010852,0.003116121,0.0006740354,0.02461659,0.01931099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003400851,0.0009066503,0.2081845,0.001538018,0.00005719822,0.002311434,0.3337592,0.000810388,0.002539022,0.01072868,0.0655724,0.3732524],"study_design_scores_gemma":[0.00007637097,0.0002210838,0.3519912,0.001477737,0.00005618786,0.0004851109,0.5228342,0.0007577708,0.001490511,0.001573769,0.118851,0.0001850406],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8874469,0.0041273,0.0005905531,0.05799614,0.0007865755,0.0002730069,0.0006576539,0.000170549,0.04795124],"genre_scores_gemma":[0.9777166,0.002086112,0.001735228,0.002358272,0.00005805808,0.00007926432,0.0002524777,0.00005544259,0.01565855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1245243,"threshold_uncertainty_score":0.903491,"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."}}