{"id":"W2097765129","doi":"10.18806/tesl.v31i0.1185","title":"An Exploratory Study into Trade-off Effects of Complexity, Accuracy, and Fluency on Young Learners’ Oral Task Repetition","year":2015,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":183,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluency; Mirroring; Repetition (rhetorical device); Task (project management); Psychology; Task analysis; Cognitive psychology; Linguistics; Mathematics education; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002530706,0.0005680989,0.0007279772,0.000790294,0.0004562474,0.001194712,0.0006165392,0.000650077,0.002605508],"category_scores_gemma":[0.008564766,0.0003138842,0.0004448716,0.0003214672,0.0007848555,0.0007784969,0.001194789,0.0007215535,0.0006239839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002587422,"about_ca_system_score_gemma":0.0002772934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006174936,"about_ca_topic_score_gemma":0.001123986,"domain_scores_codex":[0.9986967,0.0003447651,0.0001433622,0.0003149972,0.0003399493,0.0001602987],"domain_scores_gemma":[0.989055,0.00762193,0.001251735,0.0006570395,0.0008206284,0.0005935761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002404459,0.006358828,0.7078162,0.0005528395,0.0001597091,0.003311904,0.07994737,0.0004945616,0.1010354,0.0004405309,0.0003366525,0.0971415],"study_design_scores_gemma":[0.00003284932,0.00793547,0.9575361,0.0000395552,0.00006638416,0.000888079,0.01213252,0.0006087551,0.01914652,0.0003456051,0.001196933,0.00007122219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999424,0.00003313275,0.0001848217,0.000004712925,9.773629e-7,0.00002222383,0.00002891952,0.000003404857,0.0002978148],"genre_scores_gemma":[0.9977768,0.00005040953,0.001080628,0.00001456273,0.000006519109,0.00008689725,0.00007063106,0.000008407615,0.0009051115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002605508,"threshold_uncertainty_score":0.01338381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05565307095773519,"score_gpt":0.2785785529725588,"score_spread":0.2229254820148237,"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."}}