{"id":"W422207905","doi":"","title":"The UK Student Visa Cut and its Implication to International Education in Thailand","year":2012,"lang":"en","type":"article","venue":"Open Journal of Business and Management","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Service (business); Political science; International education; Public relations; Economic growth; Business; Marketing; Economics; Law","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":[0.0008500512,0.00003971606,0.00005899855,0.00005682685,0.0001727311,0.0002706785,0.0002299922,0.00001112392,0.00003272579],"category_scores_gemma":[0.0000260969,0.00002818485,0.000006126683,0.0001457713,0.00001356571,0.0003985376,0.0001227295,0.00002789092,0.000004595473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008291113,"about_ca_system_score_gemma":0.0001164986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002065657,"about_ca_topic_score_gemma":0.0003947915,"domain_scores_codex":[0.9994338,0.00002776257,0.0001691288,0.0000578294,0.0002122215,0.00009921458],"domain_scores_gemma":[0.9995546,0.00001863525,0.0001278168,0.0000432362,0.0001838706,0.00007179735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006931502,0.0003961643,0.4373857,0.00002101106,0.00007019647,0.000001494227,0.02309356,0.00001335722,0.0000319614,0.1453819,0.03442949,0.3591058],"study_design_scores_gemma":[0.0001102261,0.000003210166,0.5976415,0.00003167996,0.000003918382,0.00000116808,0.002983674,1.910513e-7,0.000003730116,0.0001653388,0.3990285,0.00002694555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9319743,0.001542163,0.0002189077,0.03356363,0.002006865,0.0005805766,6.543023e-7,0.00000177752,0.03011111],"genre_scores_gemma":[0.9876736,0.006296081,0.000436276,0.0004350036,0.0001905255,0.00002792307,6.728244e-7,0.000002354616,0.00493758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.364599,"threshold_uncertainty_score":0.2610159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02297640511335613,"score_gpt":0.3770325181617437,"score_spread":0.3540561130483875,"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."}}