{"id":"W59670522","doi":"","title":"International Student Mobility Trends 2015: An Economic Perspective","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Political science; Perspective (graphical); Financial crisis; Higher education; International education; Economic growth; Economics; Economy","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":[0.002699744,0.00008451564,0.0000966166,0.0000898307,0.0002555407,0.0001384332,0.0004230411,0.00004714365,0.0004789177],"category_scores_gemma":[0.00004905116,0.00008115986,0.00005430332,0.00009486995,0.00007454687,0.000560227,0.00002503531,0.0004950571,0.0001392488],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01181561,"about_ca_system_score_gemma":0.009254707,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003151606,"about_ca_topic_score_gemma":0.01912724,"domain_scores_codex":[0.9981232,0.0001406672,0.0001907186,0.0001880209,0.0004414196,0.0009159216],"domain_scores_gemma":[0.9992962,0.00001527623,0.0001339111,0.0001032098,0.0002301566,0.0002212192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005275431,0.0004012186,0.04318878,2.085349e-7,0.0001592572,0.000001623111,0.0701494,0.00008183541,0.000005404494,0.8640316,0.005708944,0.01621898],"study_design_scores_gemma":[0.0008994581,0.0002335781,0.05620964,0.000003887163,0.00001550877,0.00003077289,0.2632266,0.00001213776,0.000006766655,0.2226118,0.4564922,0.0002575384],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8126571,0.0009443256,0.0004183081,0.02249242,0.00362359,0.0001117506,0.000005266857,0.00005740354,0.1596899],"genre_scores_gemma":[0.978392,0.001059302,0.0001227504,0.0001117683,0.001382915,0.000008059928,0.00000299527,0.000007510299,0.01891272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6414198,"threshold_uncertainty_score":0.9987711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891473903690152,"score_gpt":0.3831961052911969,"score_spread":0.3642813662542954,"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."}}