{"id":"W2111090139","doi":"10.47678/cjhe.v43i2.2103","title":"IMAGINE: Canada as a leader in international education. How can Canada benefit from the Australian experience?","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Foreign Affairs and International Trade Canada; Australian Government","keywords":"International education; Higher education; Government (linguistics); Internationalization; Revenue; Internationalization of Higher Education; Incentive; Immigration; Political science; Public relations; Study abroad; Formative assessment; Public administration; Economic growth; Marketing; Business; Sociology; Economics; Accounting; Pedagogy; International trade","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001140268,0.0001041139,0.0001058642,0.0001071417,0.0002524391,0.0002647395,0.000684839,0.0000472363,0.004728842],"category_scores_gemma":[0.0001342771,0.00008855163,0.00003445801,0.0001714493,0.00008337035,0.0003472557,0.000007963729,0.0002022817,0.00000672366],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003430834,"about_ca_system_score_gemma":0.04341668,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999661,"about_ca_topic_score_gemma":0.9999866,"domain_scores_codex":[0.998769,0.0000590884,0.0002463575,0.000122577,0.0005189929,0.0002840013],"domain_scores_gemma":[0.9984316,0.00008061494,0.0001953512,0.0001005797,0.0007776078,0.0004142346],"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":[0.000003304704,0.00003183203,0.1662918,0.000001646463,0.00004234662,0.000009809767,0.05155353,0.00001458183,0.00001225556,0.003802931,0.7743986,0.003837372],"study_design_scores_gemma":[0.00007855563,0.000003867237,0.2358909,0.0000322093,0.000005182773,0.000003192734,0.1261287,4.15423e-7,0.00001419213,0.001355126,0.636399,0.00008870291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6824954,0.000997578,1.217951e-7,0.3031505,0.00869248,0.0001119536,0.00001585863,0.000001404793,0.004534717],"genre_scores_gemma":[0.9480782,0.00004092825,0.00002907752,0.004239942,0.00199828,0.00001882682,0.00002560473,0.000008109934,0.045561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2989106,"threshold_uncertainty_score":0.996181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02336549084374557,"score_gpt":0.3032009046313601,"score_spread":0.2798354137876145,"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."}}