{"id":"W4282555332","doi":"10.5539/elt.v15n7p49","title":"Effectiveness of the Automated Writing Evaluation Program on Improving Undergraduates’ Writing Performance","year":2022,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shanxi University","keywords":"Psychology; Bridging (networking); Test (biology); Inclusion (mineral); Mathematics education; Medical education; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.007850653,0.0001108324,0.000153172,0.0001141797,0.002488238,0.00005455106,0.0003855139,0.00004920495,0.00002546052],"category_scores_gemma":[0.004182656,0.0001006733,0.00006192488,0.0004998402,0.0001430072,0.000182432,0.0002222059,0.0006945388,0.000001251509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000730711,"about_ca_system_score_gemma":0.0002050073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005800173,"about_ca_topic_score_gemma":0.00004868811,"domain_scores_codex":[0.9966705,0.001809709,0.0002438232,0.0002552797,0.0007068692,0.0003137665],"domain_scores_gemma":[0.9986258,0.0007274316,0.0002502891,0.0002578075,0.000114588,0.00002413135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002006598,0.0002683076,0.01137246,0.0001740736,0.00004837871,0.000001237081,0.4373523,0.002591357,0.008915438,0.005654373,0.0001001304,0.5335019],"study_design_scores_gemma":[0.0007390357,0.000205667,0.05301183,0.0003726807,0.00006883669,0.00000200143,0.9220759,0.01226318,0.01017609,0.000212781,0.0005160216,0.0003559593],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862617,0.0001948787,0.0000185017,0.0001434225,0.0006543871,0.0009010944,0.000003695797,0.002253848,0.009568484],"genre_scores_gemma":[0.9987851,0.000002087719,0.0004708576,0.00002496816,0.00014801,0.0004647,0.000007448052,0.00001812926,0.0000786891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.533146,"threshold_uncertainty_score":0.9988104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01487659443966391,"score_gpt":0.3487906283397156,"score_spread":0.3339140339000517,"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."}}