{"id":"W4283077415","doi":"10.1177/10567879221106727","title":"An Assessment of Market Dependency Risk in the International Student Industry","year":2022,"lang":"en","type":"article","venue":"International Journal of Educational Reform","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversification (marketing strategy); Dependency (UML); China; Business; International market; International trade; Marketing; Political science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001742825,0.0002293571,0.0002050259,0.002898453,0.000615276,0.001794176,0.0003313276,0.0004014583,0.002787934],"category_scores_gemma":[0.008160304,0.00009121984,0.0004985514,0.001839557,0.0007487814,0.001393686,0.002121836,0.0005920369,0.0002046546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008494658,"about_ca_system_score_gemma":0.0005866938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002992768,"about_ca_topic_score_gemma":0.003522667,"domain_scores_codex":[0.998911,0.0003500778,0.00009335341,0.00007701043,0.0003971364,0.0001714022],"domain_scores_gemma":[0.9903503,0.002657605,0.004997034,0.00049315,0.0009154844,0.0005863566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000773595,0.00009808205,0.9778153,0.00002322474,0.00005919566,0.0001839128,0.001401487,0.00115408,0.0004459232,0.004146628,0.0003043494,0.01429044],"study_design_scores_gemma":[0.000002828547,0.0002116198,0.9849416,0.00004962856,0.00003957379,0.0003083984,0.004675387,0.004608364,0.0005772471,0.002329589,0.002232755,0.00002295516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876397,0.0001220518,0.001657228,0.0001966423,0.000003745132,0.00003162561,0.0001401069,0.000006193787,0.01020266],"genre_scores_gemma":[0.9994208,0.00005292784,0.0002318877,0.000008198378,0.000004883002,0.000005870985,0.00005860495,0.000001069951,0.0002158835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002992768,"threshold_uncertainty_score":0.009326637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740423598035503,"score_gpt":0.4357928433114603,"score_spread":0.4183886073311053,"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."}}