{"id":"W4293727760","doi":"10.5539/elt.v15n9p151","title":"The Effect of Manipulating Task Complexity Along Resource-Dispersing Dimension on L2 Written Performance from the Perspective of Complexity Theory","year":2022,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Task (project management); Fluency; Psychology; Perspective (graphical); Cognition; Dimension (graph theory); Cognitive complexity; Cognitive psychology; Constraint (computer-aided design); Resource (disambiguation); Lexical decision task; Linguistics; Computer science; Artificial intelligence; Mathematics; Mathematics education","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":[0.0005896644,0.0005362749,0.0003926168,0.0002398691,0.0002030836,0.001387527,0.0003272325,0.000335484,0.003146352],"category_scores_gemma":[0.01086152,0.0001771869,0.0002580677,0.0002276751,0.0003767172,0.0005464734,0.0006328474,0.0006257876,0.0002594856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002985604,"about_ca_system_score_gemma":0.000334394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103801,"about_ca_topic_score_gemma":0.0008714404,"domain_scores_codex":[0.9992563,0.000257576,0.0001047143,0.0001624873,0.0001630296,0.0000558632],"domain_scores_gemma":[0.9824295,0.01422109,0.001778827,0.0005955531,0.0004366225,0.0005384144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02603482,0.007574089,0.1011424,0.001352319,0.0006630538,0.001010502,0.007738994,0.01485164,0.6593983,0.001209326,0.000862074,0.1781624],"study_design_scores_gemma":[0.001329494,0.03571784,0.7406228,0.0001215695,0.000770002,0.0004530534,0.002700311,0.02925113,0.181791,0.003365759,0.003618873,0.0002582358],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976793,0.00004710842,0.001164456,0.00003028922,0.000006846313,0.00002832899,0.00004499861,0.00003635514,0.0009623191],"genre_scores_gemma":[0.9955496,0.00005107163,0.003043449,0.00003630387,0.000008628337,0.00011806,0.00009606445,0.00002788212,0.001068998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003146352,"threshold_uncertainty_score":0.01052558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01321886148042164,"score_gpt":0.263338747725624,"score_spread":0.2501198862452024,"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."}}