{"id":"W2888419048","doi":"10.5539/hes.v8n3p104","title":"Corpus-based Evaluation on Instrumental Texts in Textbook","year":2018,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Cognition; Mathematics education; Salient; Teaching method; Content analysis; Object (grammar); Psychology; Computer science; Pedagogy; Artificial intelligence; Sociology; Social 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002940107,0.0001076683,0.0001183251,0.0002158886,0.0001074973,0.00001625648,0.00006405899,0.00005017053,0.06393478],"category_scores_gemma":[0.00002353131,0.00009922865,0.00002769814,0.0002040323,0.0001005788,0.00005281052,0.00001191889,0.00009867429,0.002498613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001700365,"about_ca_system_score_gemma":0.00008054797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003855202,"about_ca_topic_score_gemma":0.00001603702,"domain_scores_codex":[0.9990202,0.000202117,0.0001863107,0.0002537764,0.0001826318,0.0001550044],"domain_scores_gemma":[0.9993795,0.00009507689,0.00008886201,0.0002086078,0.0001959233,0.00003201128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007292845,0.003472009,0.09552705,0.00006231433,0.0004190214,0.00001378801,0.0450259,0.00003988617,0.001190161,0.05610087,0.3405357,0.456884],"study_design_scores_gemma":[0.0013513,0.0002589345,0.8218725,0.00007729689,0.00002582992,0.000002922718,0.01196656,0.00001287221,0.0002531269,0.0003808186,0.1636127,0.0001851284],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9086019,0.006740497,0.000001976543,0.0009217446,0.003738781,0.0002260632,0.000001483625,0.00004658759,0.07972097],"genre_scores_gemma":[0.9722545,0.000003274421,0.0000621491,0.01438691,0.0006072988,0.0002284414,0.00002600176,0.00001280792,0.01241867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7263455,"threshold_uncertainty_score":0.9982781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07566380302870113,"score_gpt":0.4643893522736068,"score_spread":0.3887255492449057,"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."}}