{"id":"W2565487750","doi":"10.12737/14582","title":"Leading world trends in tourism education","year":2015,"lang":"en","type":"article","venue":"Universities for Tourism and Service Association Bulletin","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tourism; Vocational education; Constructive; Political science; Field (mathematics); National identity; Restructuring; Regional science; Public relations; Sociology; Pedagogy; Computer science; Politics","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":[0.0004920879,0.0001296811,0.0001655015,0.0006678717,0.0001704484,0.0001941429,0.0001212168,0.0001013674,0.000160551],"category_scores_gemma":[0.00004599249,0.0001549143,0.00004502555,0.0005783749,0.00001120643,0.0006437994,0.00005511572,0.0001073859,0.0001117727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000407399,"about_ca_system_score_gemma":0.00008594542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004326172,"about_ca_topic_score_gemma":0.001572961,"domain_scores_codex":[0.9991569,0.00001819541,0.0001864732,0.0002109283,0.0001861446,0.0002413532],"domain_scores_gemma":[0.9992638,0.00006679344,0.0002371093,0.00009840357,0.0003056451,0.00002826674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006703091,0.0001987972,0.01442097,0.0001100657,0.00003111014,0.000003225294,0.002945834,0.00008058105,0.000005168727,0.04347284,0.9341855,0.004478897],"study_design_scores_gemma":[0.001065724,0.00001148882,0.01515297,0.00004357864,0.00004624686,3.748399e-7,0.02008816,0.0005164462,0.000006530347,0.005478807,0.9573377,0.0002519474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7402149,0.0001563801,0.00007199263,0.09385815,0.001172033,0.000267244,0.000009777602,0.0001175899,0.1641319],"genre_scores_gemma":[0.9028576,0.000008773231,0.0004324132,0.009690832,0.00234055,0.00002405644,0.0003202159,0.00002686378,0.08429868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1626426,"threshold_uncertainty_score":0.6539907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01392550595572383,"score_gpt":0.230869084817056,"score_spread":0.2169435788613322,"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."}}