{"id":"W4294712744","doi":"10.18806/tesl.v39i1/1369","title":"Developing Literacy Skills through Collaborative Tasks for Emerging-Proficiency English as Additional Language Learners in Quebec","year":2022,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Literacy; Task (project management); Language proficiency; Information literacy; Psychology; Pedagogy; Humanities; Mathematics education; Sociology; Computer science; Art; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001703736,0.0006704684,0.0006287436,0.0008302408,0.003016012,0.001670122,0.001170351,0.0007286536,0.005232273],"category_scores_gemma":[0.003918636,0.0002627108,0.0003410519,0.0006142374,0.0008322452,0.001019839,0.001349534,0.0007804579,0.001090316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008229658,"about_ca_system_score_gemma":0.01015357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6814932,"about_ca_topic_score_gemma":0.9094612,"domain_scores_codex":[0.9991118,0.0002574042,0.00006068917,0.0001972189,0.0001247013,0.0002480705],"domain_scores_gemma":[0.9971473,0.0008193298,0.0001632945,0.0001500527,0.0008368976,0.0008832536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009856259,0.01474022,0.1987904,0.0007005665,0.00008138606,0.004376245,0.4446755,0.003914047,0.03229384,0.001553431,0.0100191,0.2878696],"study_design_scores_gemma":[0.0005057131,0.005770638,0.6891549,0.0004749041,0.0001325584,0.0006219292,0.208354,0.01998078,0.01271793,0.001303344,0.06061511,0.0003682479],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973622,0.00002777825,0.0003345592,0.00006044629,0.000003257198,0.0001489788,0.0001011743,0.0000275763,0.001934034],"genre_scores_gemma":[0.9830178,0.00009644512,0.006065534,0.00009001529,0.000003651211,0.0003720515,0.0004594928,0.00001745622,0.009877681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3185068,"threshold_uncertainty_score":0.6407651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065171205630643,"score_gpt":0.2589637252544311,"score_spread":0.2483120131981247,"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."}}