{"id":"W3185032554","doi":"10.23977/aetp.2021.54017","title":"A Study of Noun Errors in Non-English Major Undergraduates' English Use","year":2021,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Noun; Linguistics; Vocabulary; Psychology; Confusion; Quality (philosophy); English grammar; Computer science; Natural language processing; Grammar","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":[0.001202971,0.0002745151,0.0003433551,0.00112742,0.0006870191,0.0007604234,0.0003424018,0.0003925932,0.0007887855],"category_scores_gemma":[0.008325725,0.0002523924,0.000220198,0.0007694631,0.0006094702,0.0007057536,0.000695903,0.0004930604,0.0002559703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004783075,"about_ca_system_score_gemma":0.0006600948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003900147,"about_ca_topic_score_gemma":0.006648644,"domain_scores_codex":[0.9989484,0.0003028253,0.0001734595,0.0001103777,0.000333427,0.0001314295],"domain_scores_gemma":[0.9919972,0.0024813,0.002429086,0.0004437418,0.001682612,0.0009660532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009786991,0.0006626186,0.8804158,0.00008681824,0.00001844121,0.001292146,0.09127133,0.00001866503,0.003732212,0.0001014476,0.0001686053,0.0221341],"study_design_scores_gemma":[0.000005957441,0.0005385455,0.9667584,0.00001853248,0.00001451995,0.001267391,0.02945535,0.0001288735,0.000881045,0.00005198173,0.0008653217,0.00001413687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997707,0.00002611933,0.00003070373,0.0000100545,0.00000111803,0.000004150036,0.000006090275,8.727466e-7,0.0001501887],"genre_scores_gemma":[0.9993098,0.00007324463,0.0001107399,0.00002637375,0.000002506107,0.000007377753,0.00003299093,0.000001515486,0.0004354265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003900147,"threshold_uncertainty_score":0.007754862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01629931996884062,"score_gpt":0.3663589220141263,"score_spread":0.3500596020452857,"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."}}