{"id":"W2052512196","doi":"10.1108/13555851211278079","title":"Revisiting the global market for higher education","year":2012,"lang":"en","type":"article","venue":"Asia Pacific Journal of Marketing and Logistics","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":117,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competition (biology); China; Destinations; Originality; Higher education; International education; State (computer science); Value (mathematics); Political science; Principal (computer security); Economic growth; Marketing; Economics; Tourism; Business","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":[0.006978218,0.00006347034,0.0001020874,0.00001787978,0.000408274,0.0000857031,0.0001119258,0.00004663983,0.0001198387],"category_scores_gemma":[0.002009744,0.00004457349,0.00004276773,0.000117146,0.0001042331,0.0001157947,0.00001234669,0.00008877103,0.000001971968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001224774,"about_ca_system_score_gemma":0.0003677916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002336961,"about_ca_topic_score_gemma":0.000001810029,"domain_scores_codex":[0.9988472,0.0003782989,0.0002613276,0.00005863038,0.0002333506,0.0002211304],"domain_scores_gemma":[0.9982545,0.000964482,0.0003618128,0.000063329,0.0002425653,0.0001132514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001762449,0.0000841871,0.5047749,0.00006226586,0.00005317894,6.92702e-7,0.00394769,0.000001887731,0.000003540182,0.08471034,0.2279203,0.1782647],"study_design_scores_gemma":[0.00006762858,0.000006162218,0.2454417,0.00006156351,0.00002380298,0.000008903479,0.008482648,0.000001126423,6.717605e-7,0.001274295,0.7445785,0.00005298598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.041821,0.016321,0.005067525,0.06374684,0.01115154,0.0004524728,0.0000186399,0.00003302937,0.861388],"genre_scores_gemma":[0.9833562,0.0006423511,0.005268012,0.0001914634,0.00346655,0.000004005737,8.386115e-7,0.000004424826,0.007066103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9415352,"threshold_uncertainty_score":0.3140155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02837603018004847,"score_gpt":0.3310185754367324,"score_spread":0.3026425452566839,"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."}}