{"id":"W286668563","doi":"","title":"Managerial Competence within the Hospitality and Tourism Service Industries: Global Cultural Contextual Analysis","year":2008,"lang":"en","type":"article","venue":"Journal of tourism","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hospitality; Tourism; Hospitality industry; Marketing; Hospitality management studies; Globalization; Competence (human resources); Public relations; Human resource management; Tertiary sector of the economy; Business; Tourism geography; Sociology; Management; Political science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006141114,0.0002128353,0.000420644,0.0001483583,0.0004601559,0.0003604466,0.0004578178,0.0001319232,0.00006925294],"category_scores_gemma":[0.0002843387,0.0001420669,0.0001687118,0.001515756,0.0002015452,0.001691325,0.0001428549,0.0003865577,0.00002009541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006134918,"about_ca_system_score_gemma":0.00009827349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002386178,"about_ca_topic_score_gemma":0.0002088589,"domain_scores_codex":[0.9983204,0.00005048983,0.000667094,0.000200011,0.0005226869,0.0002393386],"domain_scores_gemma":[0.9978325,0.00005914484,0.001039629,0.0002390588,0.0007830953,0.0000465391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006769985,0.001036206,0.7032149,0.0002417848,0.004403371,0.001352857,0.00930062,0.001742624,0.0001086723,0.02643788,0.2445582,0.00692588],"study_design_scores_gemma":[0.001588368,0.00007521513,0.9564461,0.00006782461,0.001297788,0.0001885868,0.01326478,0.001154197,0.0000355615,0.005761669,0.01963019,0.0004896932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835852,0.0002826188,0.000221744,0.01230128,0.001077681,0.000140445,0.000004980037,0.00002472799,0.002361317],"genre_scores_gemma":[0.9933308,0.00004963797,0.0002017559,0.002357173,0.003902161,0.000002624985,0.000009760502,0.00000879967,0.0001372573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2532312,"threshold_uncertainty_score":0.5793319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02182860083795653,"score_gpt":0.2470311119044659,"score_spread":0.2252025110665093,"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."}}