{"id":"W4297349511","doi":"10.5539/elt.v15n10p75","title":"ESP Textbook Evaluation: The Case of Kuwaiti Students of Business Administration","year":2022,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Checklist; Subject matter; Psychology; Curriculum; Quality (philosophy); Business English; English for specific purposes; Teaching method; Mathematics education; Medical education; English language; Pedagogy; Medicine","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":[0.002763064,0.0001187461,0.0001781669,0.0001069156,0.0008249396,0.0001029154,0.0003131394,0.00001994066,0.005835707],"category_scores_gemma":[0.0007381405,0.00009379223,0.00007664807,0.00005750921,0.00008750858,0.0001662907,0.0001360082,0.0005550297,0.000002222067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004811151,"about_ca_system_score_gemma":0.00006382196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002372002,"about_ca_topic_score_gemma":0.0008728735,"domain_scores_codex":[0.9980615,0.0008231988,0.0003289517,0.000175319,0.0004632749,0.0001477128],"domain_scores_gemma":[0.9989737,0.0002847949,0.0002807353,0.000320377,0.000115674,0.00002475061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002234984,0.0001688239,0.0002866191,0.00004505349,0.00006372348,0.0001868367,0.9328305,0.0005693843,0.0001516938,0.01916597,0.0002493587,0.04625971],"study_design_scores_gemma":[0.0006527595,0.0001321633,0.0001494393,0.0000377438,0.0001260373,0.0001429702,0.9893459,0.0007119023,0.0001787165,0.00007387646,0.008276291,0.0001721878],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468727,0.0007325796,0.00002603709,0.00005177552,0.0005454579,0.0002354529,0.00003876323,0.00006516956,0.05143202],"genre_scores_gemma":[0.996842,4.572645e-7,0.00004313479,0.0001115864,0.0006098936,0.00004307167,0.00007104906,0.00002135012,0.002257412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05651543,"threshold_uncertainty_score":0.9950731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02265161970653237,"score_gpt":0.2889568455925772,"score_spread":0.2663052258860448,"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."}}