{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008386839,0.000151067,0.0002332519,0.0001053351,0.0005510512,0.0001953464,0.0001567673,0.000026336,0.0004737885],"category_scores_gemma":[0.0002603394,0.0001283581,0.00002993573,0.00003125753,0.0001197993,0.0003541309,0.00002384336,0.0005908546,0.000002183174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172588,"about_ca_system_score_gemma":0.000387302,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07405797,"about_ca_topic_score_gemma":0.3957514,"domain_scores_codex":[0.998341,0.0005175802,0.000279391,0.0001658464,0.0004926728,0.0002035544],"domain_scores_gemma":[0.9991556,0.0001228419,0.0002128028,0.0001636923,0.0000905609,0.0002544883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003244012,0.001261136,0.01284975,0.0002199804,0.0002551866,0.0008113949,0.8744963,0.0003503942,0.0008436084,0.0168148,0.06601802,0.025755],"study_design_scores_gemma":[0.01024223,0.01785802,0.04491041,0.0009245409,0.0004826769,0.0004855288,0.661954,0.00136913,0.0003803694,0.01048954,0.2489431,0.001960389],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960251,0.001819028,0.000008574098,0.0003115351,0.0006234076,0.0001280543,0.00000422241,0.00003236931,0.00104765],"genre_scores_gemma":[0.9980809,0.000007701624,0.00004499072,0.001288443,0.0004499028,0.00000333388,0.000006031663,0.00002117439,0.00009752868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3216934,"threshold_uncertainty_score":0.932108,"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."}}