{"id":"W2990464942","doi":"10.3968/11280","title":"Readability Assessment of Business English Textbooks","year":2019,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Readability; Computer science; Reading (process); Business English; Hierarchy; Curriculum; Mathematics education; Linguistics; Psychology; Pedagogy; Political 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":[],"category_scores_codex":[0.0003371302,0.0001166454,0.0002804013,0.0001053893,0.00002786978,0.00001677411,0.0000725474,0.000086516,0.003347844],"category_scores_gemma":[0.0001112133,0.00009031929,0.00003350086,0.0002468282,0.00008775977,0.00007128117,0.00005839378,0.0002441307,0.000006430945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001752249,"about_ca_system_score_gemma":0.000009216382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003184758,"about_ca_topic_score_gemma":0.00001025138,"domain_scores_codex":[0.9991447,0.000135467,0.0002090689,0.000261233,0.00008843994,0.0001611366],"domain_scores_gemma":[0.9993001,0.0001804781,0.00007055671,0.0002928528,0.0001326509,0.00002337765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001157202,0.0002084805,0.08552401,0.0007990525,0.0002607151,0.0003142252,0.8753411,0.000006174805,0.001838002,0.01579493,0.002283268,0.01751433],"study_design_scores_gemma":[0.001617428,0.0001877564,0.7340598,0.0006297524,0.00003154459,0.00003699859,0.2495358,0.00001323883,0.00007897081,0.0002477689,0.01320464,0.0003563358],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8565887,0.05509033,0.000004120491,0.00003554334,0.0006614164,0.0001591782,0.00001483158,0.00002697086,0.08741888],"genre_scores_gemma":[0.9954044,0.00004207085,0.0001936678,0.0008693142,0.0001655961,0.00001555653,0.00002290194,0.000009260271,0.003277199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6485358,"threshold_uncertainty_score":0.9975632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403195545903586,"score_gpt":0.3657289187628263,"score_spread":0.3516969633037905,"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."}}