{"id":"W4416892340","doi":"10.5539/jel.v15n2p178","title":"A Needs Analysis for Curriculum Development: Realigning Business English Pedagogy with 21st-Century Communication Demands in Thailand’s Hospitality Industry","year":2025,"lang":"","type":"article","venue":"Journal of Education and Learning","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Curriculum; Needs analysis; Hospitality industry; Competence (human resources); Communicative competence; Creativity; Critical thinking; Business English; Workforce","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002812829,0.0003063803,0.0006315026,0.002643659,0.0007045145,0.0007742465,0.0003156869,0.0003588722,0.00006371341],"category_scores_gemma":[0.00143836,0.0002897955,0.0001332726,0.004495744,0.00009056477,0.001816791,0.0000987631,0.001282843,0.00000117015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002160834,"about_ca_system_score_gemma":0.001544292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005956894,"about_ca_topic_score_gemma":0.0002516731,"domain_scores_codex":[0.9976881,0.0001885873,0.001191596,0.0002885105,0.00030062,0.0003426139],"domain_scores_gemma":[0.9950573,0.0002253089,0.001843496,0.0002470201,0.002568771,0.00005810959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009704038,0.001005512,0.943328,0.0006494161,0.0005596227,7.193129e-7,0.01575779,0.001160401,0.000002501295,0.002459892,0.0005568624,0.0344222],"study_design_scores_gemma":[0.001166125,0.00003912138,0.7199994,0.001477833,0.0009773448,0.000002714013,0.1820416,0.0006764322,0.000003582574,0.0001731443,0.09313134,0.0003113122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838564,0.004773215,0.001340538,0.00370206,0.00115261,0.0003821487,6.715693e-7,0.00001766149,0.00477473],"genre_scores_gemma":[0.9952975,0.001058394,0.001377002,0.0003672809,0.0008436977,0.00004013327,0.0001144011,0.00002147411,0.0008801284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2233286,"threshold_uncertainty_score":0.9999554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008836087238834599,"score_gpt":0.2746085911168349,"score_spread":0.2657725038780003,"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."}}