{"id":"W2199790786","doi":"","title":"Book Review) Common Mistakes in English","year":2014,"lang":"en","type":"article","venue":"Journal of academic and applied studies","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Simple (philosophy); Computer science; Order (exchange); Linguistics; Programming language; Epistemology; Philosophy; Business","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":[0.0004126932,0.00008994297,0.0003767113,0.00006070646,0.0001237286,0.00001984186,0.0001142017,0.00003472704,0.00006592504],"category_scores_gemma":[0.001696981,0.00006691884,0.0000460423,0.00001579993,0.0001877217,0.00008942691,0.00003337362,0.0003547616,0.000003468678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001563807,"about_ca_system_score_gemma":0.000006993164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007851839,"about_ca_topic_score_gemma":0.00002150226,"domain_scores_codex":[0.9992959,0.0000254086,0.0003481368,0.00007461008,0.0001425722,0.0001134105],"domain_scores_gemma":[0.9992079,0.0001126436,0.0002368254,0.00004732108,0.0003562207,0.00003910774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002006166,0.00001915248,0.001567751,0.0004670763,0.00006850489,0.000003560067,0.06822493,6.595191e-7,0.000003612684,0.006247879,0.922471,0.0009057928],"study_design_scores_gemma":[0.0004467726,0.00004117277,0.0003559213,0.0006467535,0.0001089358,6.986662e-7,0.05421365,0.000001212759,0.00003463415,0.001250543,0.9427816,0.0001181031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07840391,0.8880185,0.000003701436,0.0004224876,0.003686969,0.0001305141,0.000007356653,0.00001875107,0.02930778],"genre_scores_gemma":[0.7142599,0.2478677,0.00003478309,0.01585072,0.01955068,0.000002549444,0.000001524017,0.00001222674,0.002420019],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6401508,"threshold_uncertainty_score":0.2728871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03120963818565988,"score_gpt":0.2719143515830743,"score_spread":0.2407047133974144,"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."}}