{"id":"W4391267651","doi":"10.53103/cjlls.v3i6.134","title":"The Use of Task Based Learning in the Language Classroom: An Overview","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Language and Literature Studies","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Task (project management); Computer science; Mathematics education; Natural language processing; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008606808,0.0001089679,0.0002004878,0.0002296149,0.0005083883,0.0004212517,0.0001647852,0.00003194732,0.00004779997],"category_scores_gemma":[0.000570384,0.00005542226,0.00007175891,0.0001494343,0.0001660691,0.0002255338,0.00001052388,0.0005417297,0.000001378006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001550069,"about_ca_system_score_gemma":0.00007720344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003380978,"about_ca_topic_score_gemma":0.09404189,"domain_scores_codex":[0.9990044,0.0003295514,0.0002412784,0.00008295721,0.0001234644,0.0002183585],"domain_scores_gemma":[0.9990174,0.0005297754,0.0001476663,0.0001298612,0.0001012919,0.00007402401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001034683,0.000005155673,0.00123364,0.00006417345,0.00006482609,0.0009934029,0.9674916,0.00005486476,0.00002735992,0.00338864,0.003464539,0.02320145],"study_design_scores_gemma":[0.0002604955,0.0001439232,0.001543526,0.0004439006,0.00003522966,0.00004313148,0.6738721,0.00007910107,0.000004815256,0.00004593065,0.3234262,0.0001016964],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.88251,0.1156717,5.587205e-7,0.001157599,0.0002037579,0.00005416078,0.00002236747,0.000009921908,0.0003698793],"genre_scores_gemma":[0.9964505,0.0004399638,0.00002208135,0.0008176184,0.0004067068,0.000002252538,0.00001472798,0.00001167419,0.001834507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3199616,"threshold_uncertainty_score":0.9224895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07399046170980528,"score_gpt":0.295769655670784,"score_spread":0.2217791939609787,"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."}}