{"id":"W4242617167","doi":"10.1017/9781139540704.033","title":"Grammar and exercises for 5F","year":2018,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Grammar; Vocabulary; Reading (process); Computer science; Linguistics; Latin Americans; Artificial intelligence; Natural language processing; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000486508,0.0002795151,0.0003105931,0.0001337058,0.0005954431,0.00009797519,0.0001799432,0.000131002,0.00005737121],"category_scores_gemma":[0.000005043867,0.0002772018,0.0002074298,0.000001294756,0.001034954,0.0000635991,0.0001715126,0.0001372575,0.000006155886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002306411,"about_ca_system_score_gemma":0.00001899988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001589249,"about_ca_topic_score_gemma":0.0000707889,"domain_scores_codex":[0.9992374,0.000008933338,0.0001078593,0.0003360959,0.0001021981,0.0002074892],"domain_scores_gemma":[0.9993547,0.00006748195,0.0001148524,0.0002236607,0.000163222,0.00007609304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008659258,0.000004310926,3.328766e-7,0.0001432141,0.0001838731,0.00002517042,0.003773882,6.074971e-9,7.886193e-7,0.8677916,0.1269258,0.001064465],"study_design_scores_gemma":[0.0004094752,0.0001083389,0.000001519027,0.0001218102,0.0003703175,0.000001945735,0.001148561,0.000001560978,0.0000211434,0.0002528379,0.9972182,0.0003442727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000159308,0.0008326047,0.000023895,0.00001592743,0.0003361256,0.000436121,0.0009122308,0.0001128414,0.9971709],"genre_scores_gemma":[0.001126772,0.0002190591,0.00004325576,0.00007878253,0.0007680533,0.000002166381,0.00004696239,0.00003418875,0.9976808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8702924,"threshold_uncertainty_score":0.999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03379888747270383,"score_gpt":0.1925506743420307,"score_spread":0.1587517868693269,"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."}}