{"id":"W316994401","doi":"10.5206/cie-eci.v42i1.9223","title":"International Students as Lucrative Markets or Vulnerable Populations: A Critical Discourse Analysis of National and Institutional Events in Four Nations","year":2013,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Phenomenon; Critical discourse analysis; Discourse analysis; Sociology; Political science; Public relations; Economic growth; Economics; Politics; Law; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01389173,0.0009498861,0.0007257876,0.003963463,0.01531666,0.01654996,0.001880115,0.003447916,0.00193844],"category_scores_gemma":[0.01239059,0.0003742551,0.0003803616,0.00409183,0.03509109,0.01265801,0.009625184,0.004989826,0.0001464514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01107917,"about_ca_system_score_gemma":0.006119732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01166892,"about_ca_topic_score_gemma":0.01295624,"domain_scores_codex":[0.9923069,0.006026565,0.0001712836,0.000325607,0.0004564323,0.0007131973],"domain_scores_gemma":[0.9880953,0.009804786,0.0006698882,0.0002874831,0.0005023917,0.0006402069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009426478,0.00001198297,0.0005366936,0.00002290795,0.00000148914,0.0001124286,0.9864976,0.00001552125,0.00008244742,0.01136435,0.0002007168,0.00114443],"study_design_scores_gemma":[0.000001314363,0.000005912561,0.0005471638,0.00007298829,0.000002617295,0.00003152586,0.9926929,0.00005057116,0.00008956454,0.00108571,0.005415429,0.000004223918],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948912,0.001639908,0.001723045,0.006513363,0.000142824,0.00009448861,0.00004444136,0.00001517256,0.04091478],"genre_scores_gemma":[0.9963194,0.0007417033,0.000465709,0.0003841334,0.0000356103,0.00006223697,0.00002531637,0.00001851528,0.001947409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01654996,"threshold_uncertainty_score":0.08038545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10099376781108,"score_gpt":0.5108009648295294,"score_spread":0.4098071970184495,"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."}}